{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n",
      "/home/victor/.local/lib/python3.6/site-packages/psycopg2/__init__.py:144: UserWarning: The psycopg2 wheel package will be renamed from release 2.8; in order to keep installing from binary please use \"pip install psycopg2-binary\" instead. For details see: <http://initd.org/psycopg/docs/install.html#binary-install-from-pypi>.\n",
      "  \"\"\")\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pymc3 as pm\n",
    "import math\n",
    "import json\n",
    "\n",
    "import psycopg2 as psql\n",
    "from psycopg2.extras import RealDictCursor\n",
    "from statsmodels.nonparametric.kde import KDEUnivariate\n",
    "\n",
    "import sys\n",
    "sys.path.append(\"..\")\n",
    "from tools.flight_projection import *\n",
    "\n",
    "import seaborn as sns\n",
    "sns.set(color_codes=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    conn = psql.connect(\"dbname='thesisdata' user='postgres' host='localhost' password='postgres'\")\n",
    "except Exception as e:\n",
    "    print(\"Unable to connect to the database.\")\n",
    "    print(e)\n",
    "\n",
    "cnt = 0\n",
    "\n",
    "cur_read = conn.cursor(cursor_factory=RealDictCursor)\n",
    "cur_read.execute(\"SELECT cte, ate, tte, time_proj FROM public.projected_flights limit 5000;\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Distribution of Track Errors over time</h2>\n",
    "Based on the collection of nominal projections, the Cross-Track error at a specified look-ahead time are aggregated and plotted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create bin dataframe\n",
    "la_time = 1200\n",
    "bin_sec = 20\n",
    "bin_dp_df = {}\n",
    "fetch_batch_size = 1000\n",
    "spd_lim = 30000\n",
    "\n",
    "while True:\n",
    "    \n",
    "    batch = cur_read.fetchmany(size=fetch_batch_size)\n",
    "    \n",
    "    if not batch:\n",
    "        break\n",
    "    \n",
    "    for f in batch:\n",
    "        \n",
    "        cte_lst = f['cte']\n",
    "        ate_lst = f['ate']\n",
    "        tte_lst = f['tte']\n",
    "        ts_lst = f['time_proj']\n",
    "            \n",
    "        for b in range(int(la_time/bin_sec)):\n",
    "            bmin = b*bin_sec\n",
    "            bmax = (b+1)*bin_sec\n",
    "            if str(bmax)+'_cte' not in list(bin_dp_df.keys()):\n",
    "                bin_dp_df[str(bmax)+'_cte'] = []\n",
    "            if str(bmax)+'_ate' not in list(bin_dp_df.keys()):\n",
    "                bin_dp_df[str(bmax)+'_ate'] = []\n",
    "            if str(bmax)+'_tte' not in list(bin_dp_df.keys()):\n",
    "                bin_dp_df[str(bmax)+'_tte'] = []\n",
    "                \n",
    "            bin_dp_df[str(bmax)+'_cte'].extend([e for e,t in zip(cte_lst, ts_lst) if t >= bmin and t <= bmax and abs(e) < bmax*spd_lim])\n",
    "            bin_dp_df[str(bmax)+'_ate'].extend([e for e,t in zip(ate_lst, ts_lst) if t >= bmin and t <= bmax and abs(e) < bmax*spd_lim]) \n",
    "            bin_dp_df[str(bmax)+'_tte'].extend([e for e,t in zip(tte_lst, ts_lst) if t >= bmin and t <= bmax and abs(e) < bmax*spd_lim]) \n",
    "        \n",
    "cur_read.close()\n",
    "conn.close()\n",
    "\n",
    "box_data = []\n",
    "\n",
    "bin_df = bin_dp_df #set type of error (cp or d)\n",
    "\n",
    "for k in bin_df.keys():\n",
    "    if '_cte' in k:\n",
    "        box_data.append((int(k.strip('_cte')), [i for i in bin_df[k] if not np.isnan(i)]))\n",
    "    \n",
    "box_data_sort = sorted(box_data, key=lambda tup: tup[0])\n",
    "box_data_2 = [i[1] for i in box_data_sort]\n",
    "\n",
    "x = range(len(box_data_2))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>MC Simulation & Distribution fitting</h2>\n",
    "Now we fit a second degree polynomial model of the distribution parameters to the look-ahead time.\n",
    "This we will use for the MC simulations in the probabilistic projection case\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "cte_param_dict, cte_clf_dict = get_distribution_params('_cte', bin_df)\n",
    "ate_param_dict, ate_clf_dict = get_distribution_params('_ate', bin_df)\n",
    "\n",
    "# plt.scatter(x_la, cte_clf_dict[param].predict(x_in), color='r')\n",
    "# plt.scatter(x_la,cte_param_dict[param])\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "la_t = 160\n",
    "x_obs = [x for x in bin_df['%d_ate' % la_t] if ~np.isnan(x)]\n",
    "plot_est_distr(la_t, x_obs, ate_clf_dict)\n",
    "\n",
    "x_obs = [x for x in bin_df['%d_cte' % la_t] if ~np.isnan(x)]\n",
    "plot_est_distr(la_t, x_obs, cte_clf_dict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Sample A/C distance distribution</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "277.0\n"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "name 'cte_clf_dict' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-11-3c53fc94d8cd>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     47\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     48\u001b[0m             \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mttc_i\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 49\u001b[0;31m             \u001b[0mcte_a_est_i\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcte_clf_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'alpha'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mttc_i\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mttc_i\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     50\u001b[0m             \u001b[0mcte_b_est_i\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcte_clf_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'beta'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mttc_i\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mttc_i\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     51\u001b[0m             \u001b[0mcte_distr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mCauchy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcte_a_est_i\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbeta\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcte_b_est_i\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'cte_clf_dict' is not defined"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    conn = psql.connect(\"dbname='thesisdata' user='postgres' host='localhost' password='postgres'\")\n",
    "except Exception as e:\n",
    "    print(\"Unable to connect to the database.\")\n",
    "    print(e)\n",
    "\n",
    "cur_read = conn.cursor(cursor_factory=RealDictCursor)\n",
    "cur_read.execute(\"SELECT * FROM public.conflicts limit 1;\")\n",
    "batch = cur_read.fetchall()\n",
    "\n",
    "cfl_dst = 9260\n",
    "for b in batch:\n",
    "\n",
    "    try:\n",
    "        b = realign_conflict(b)\n",
    "    except Exception as e:\n",
    "        print('Error in realigning Conflict')\n",
    "        b = None\n",
    "        \n",
    "    if b:\n",
    "        b['ettc'] = []\n",
    "        b['ttc'] = []\n",
    "        b['ecpa'] = []\n",
    "\n",
    "        fl1 = pd.DataFrame()\n",
    "        fl1['lat'] = b['lat_1']\n",
    "        fl1['lon'] = b['lon_1']\n",
    "        fl1['ts'] = b['ts_1']\n",
    "        fl1['hdg'] = b['hdg_1']\n",
    "        fl1['spd'] = b['spd_1']\n",
    "\n",
    "        fl2 = pd.DataFrame()\n",
    "        fl2['lat'] = b['lat_2']\n",
    "        fl2['lon'] = b['lon_2']\n",
    "        fl2['ts'] = b['ts_2']\n",
    "        fl2['hdg'] = b['hdg_2']\n",
    "        fl2['spd'] = b['spd_2']\n",
    "\n",
    "\n",
    "        for t in range(len(b['ts_1'])):\n",
    "            try:\n",
    "                ttc_i = b['ts_1'][-1] - b['ts_1'][t]\n",
    "                b['ttc'].append(ttc_i)\n",
    "            except:\n",
    "                print(b)\n",
    "                \n",
    "                \n",
    "            print(ttc_i)\n",
    "            cte_a_est_i = cte_clf_dict['alpha'].predict([[1,ttc_i,ttc_i**2]])\n",
    "            cte_b_est_i = cte_clf_dict['beta'].predict([[1,ttc_i,ttc_i**2]])\n",
    "            cte_distr = pm.Cauchy.dist(alpha=cte_a_est_i, beta=cte_b_est_i)\n",
    "            \n",
    "            ate_a_est_i = ate_clf_dict['alpha'].predict([[1,ttc_i,ttc_i**2]])\n",
    "            ate_b_est_i = ate_clf_dict['beta'].predict([[1,ttc_i,ttc_i**2]])\n",
    "            ate_distr = pm.Cauchy.dist(alpha=ate_a_est_i, beta=ate_b_est_i)\n",
    "            \n",
    "            draw_list = []\n",
    "            \n",
    "            for ti in [tt for tt in range(int(ttc_i)-60,int(ttc_i)+60) if tt > 0]:\n",
    "                te_dist = [(cte_distr.random(size=1),ate_distr.random(size=1)) for i in range(0,100)]\n",
    "                draws = [ac_dist_stoch(ti, cte, ate, fl1['lat'][t], fl1['lon'][t], fl2['lat'][t], fl2['lon'][t], \n",
    "                                     fl1['hdg'][t], fl2['hdg'][t], fl1['spd'][t], fl2['spd'][t]) for (cte,ate) in te_dist]\n",
    "                draw_list.append((ti,np.mean(draws)))\n",
    "            \n",
    "            break\n",
    "#             b['ettc'].append(\n",
    "        \n",
    "        b['ttc_diff'] = [x-y for x,y in zip(b['ttc'],b['ettc'])]\n",
    "            \n",
    "            \n",
    "        for tt in range(int(la_time/bin_sec)):\n",
    "            bmin = tt*bin_sec\n",
    "            bmax = (tt+1)*bin_sec\n",
    "            if str(bmax) not in list(bin_dp_df.keys()):\n",
    "                bin_dp_df[str(bmax)] = []\n",
    "                \n",
    "            bin_dp_df[str(bmax)].extend([e for e,t in zip(b['ttc_diff'], b['ttc']) \n",
    "                                                if t >= bmin and t <= bmax])\n",
    "\n",
    "        plt.plot(b['ttc'], b['ettc'])\n",
    "# plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Kernel Density based Estimate of error distribution</h2>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>Create list of KDE estimators</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating kde estimators\n"
     ]
    }
   ],
   "source": [
    "pdf_dict = {}\n",
    "\n",
    "print('Creating kde estimators')\n",
    "for la_ti in [i*20 for i in range(1,61)]:\n",
    "    pdf_dict[str(la_ti)] = create_kde(bin_df,la_ti)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>Estimate TTC based on KDE</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Flight: 1\n",
      "Flight: 2\n",
      "Flight: 3\n",
      "Flight: 4\n",
      "Flight: 5\n",
      "Flight: 6\n",
      "Flight: 7\n",
      "Flight: 8\n",
      "Flight: 9\n",
      "Flight: 10\n",
      "Flight: 11\n",
      "Flight: 12\n",
      "Flight: 13\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'1320'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-24-d777abc6e213>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     61\u001b[0m                 \u001b[0mla_t\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mround\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mti\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mbase\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mbase\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     62\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 63\u001b[0;31m                 \u001b[0mte_dist_1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpdf_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mla_t\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     64\u001b[0m                 \u001b[0mte_dist_2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpdf_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mla_t\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     65\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: '1320'"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    conn = psql.connect(\"dbname='thesisdata' user='postgres' host='localhost' password='postgres'\")\n",
    "except Exception as e:\n",
    "    print(\"Unable to connect to the database.\")\n",
    "    print(e)\n",
    "\n",
    "cur_read = conn.cursor(cursor_factory=RealDictCursor)\n",
    "cur_read.execute(\"SELECT * FROM public.conflicts;\")\n",
    "batch = cur_read.fetchall()\n",
    "\n",
    "cfl_dst = 9260\n",
    "cnt = 0\n",
    "\n",
    "for b in batch:\n",
    "\n",
    "    try:\n",
    "        b = realign_conflict(b)\n",
    "    except Exception as e:\n",
    "        print('Error in realigning Conflict')\n",
    "        b = None\n",
    "        \n",
    "    if b:\n",
    "        \n",
    "        cnt = cnt + 1\n",
    "        print('Flight: %d' % cnt)\n",
    "        \n",
    "        b['ettc'] = []\n",
    "        b['ttc'] = []\n",
    "        b['ecpa'] = []\n",
    "\n",
    "        fl1 = pd.DataFrame()\n",
    "        fl1['lat'] = b['lat_1']\n",
    "        fl1['lon'] = b['lon_1']\n",
    "        fl1['ts'] = b['ts_1']\n",
    "        fl1['hdg'] = b['hdg_1']\n",
    "        fl1['spd'] = b['spd_1']\n",
    "\n",
    "        fl2 = pd.DataFrame()\n",
    "        fl2['lat'] = b['lat_2']\n",
    "        fl2['lon'] = b['lon_2']\n",
    "        fl2['ts'] = b['ts_2']\n",
    "        fl2['hdg'] = b['hdg_2']\n",
    "        fl2['spd'] = b['spd_2']\n",
    "\n",
    "\n",
    "        for t in range(len(b['ts_1'])):\n",
    "            try:\n",
    "                ttc_i = b['ts_1'][-1] - b['ts_1'][t]\n",
    "                b['ttc'].append(ttc_i)\n",
    "            except:\n",
    "                print(b)\n",
    "            \n",
    "            draw_list = []\n",
    "            draw_list_mean=[]\n",
    "            base = 20\n",
    "            \n",
    "#             print(ttc_i)\n",
    "            \n",
    "            for ti in [tt for tt in range(int(ttc_i)-180,int(ttc_i)+180) if tt > 0]:\n",
    "                \n",
    "                la_t = max(int(round(ti/base)*base),20)\n",
    "                \n",
    "                te_dist_1 = pdf_dict[str(la_t)].resample(100).reshape(-1,2)\n",
    "                te_dist_2 = pdf_dict[str(la_t)].resample(100).reshape(-1,2)\n",
    "                \n",
    "                te_dist = [(te_dist_1[i][0],te_dist_1[i][1],te_dist_2[i][0],te_dist_2[i][1]) \n",
    "                           for i in range(len(te_dist_1))]\n",
    "                \n",
    "                draws = [ac_dist_stoch(ti, cte_1,ate_1,cte_2,ate_2, fl1['lat'][t], fl1['lon'][t], \n",
    "                                       fl2['lat'][t], fl2['lon'][t], fl1['hdg'][t], fl2['hdg'][t], \n",
    "                                       fl1['spd'][t], fl2['spd'][t]) \n",
    "                         for (cte_1,ate_1,cte_2,ate_2) in te_dist]\n",
    "                \n",
    "                draw_list_mean.append((ti,np.mean(draws)))\n",
    "                draw_list.append((ti,draws))\n",
    "            \n",
    "            try:\n",
    "                b['ettc'].append([v[0] for v in draw_list_mean if v[1] >= cfl_dst][-1])\n",
    "            except:\n",
    "                b['ettc'].append(np.nan)\n",
    "        \n",
    "        b['ttc_diff'] = [x-y for x,y in zip(b['ttc'],b['ettc'])]\n",
    "            \n",
    "            \n",
    "        for tt in range(int(la_time/bin_sec)):\n",
    "            bmin = tt*bin_sec\n",
    "            bmax = (tt+1)*bin_sec\n",
    "            if str(bmax) not in list(bin_dp_df.keys()):\n",
    "                bin_dp_df[str(bmax)] = []\n",
    "                \n",
    "            bin_dp_df[str(bmax)].extend([e for e,t in zip(b['ttc_diff'], b['ttc']) \n",
    "                                                if t >= bmin and t <= bmax])\n",
    "\n",
    "#  plt.plot(b['ttc'], b['ettc'])\n",
    "# plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "Shape of x does not match that of z: found (279, 85) instead of (2, 2000).",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-11-d49532539295>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     19\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_ylim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mate_data_filt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mate_data_filt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     20\u001b[0m \u001b[0;31m# Contourf plot\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 21\u001b[0;31m \u001b[0mcfset\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontourf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mY\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'Blues'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/.local/lib/python3.6/site-packages/matplotlib/__init__.py\u001b[0m in \u001b[0;36minner\u001b[0;34m(ax, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1865\u001b[0m                         \u001b[0;34m\"the Matplotlib list!)\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mlabel_namer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1866\u001b[0m                         RuntimeWarning, stacklevel=2)\n\u001b[0;32m-> 1867\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1868\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1869\u001b[0m         inner.__doc__ = _add_data_doc(inner.__doc__,\n",
      "\u001b[0;32m~/.local/lib/python3.6/site-packages/matplotlib/axes/_axes.py\u001b[0m in \u001b[0;36mcontourf\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   6288\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcla\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   6289\u001b[0m         \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'filled'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 6290\u001b[0;31m         \u001b[0mcontours\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmcontour\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mQuadContourSet\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   6291\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mautoscale_view\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   6292\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mcontours\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.6/site-packages/matplotlib/contour.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, ax, *args, **kwargs)\u001b[0m\n\u001b[1;32m    888\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_transform\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'transform'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    889\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 890\u001b[0;31m         \u001b[0mkwargs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_process_args\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    891\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_process_levels\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    892\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.6/site-packages/matplotlib/contour.py\u001b[0m in \u001b[0;36m_process_args\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1474\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_corner_mask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmpl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrcParams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'contour.corner_mask'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1475\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1476\u001b[0;31m             \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mz\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_contour_args\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1477\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1478\u001b[0m             \u001b[0m_mask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetmask\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mz\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.6/site-packages/matplotlib/contour.py\u001b[0m in \u001b[0;36m_contour_args\u001b[0;34m(self, args, kwargs)\u001b[0m\n\u001b[1;32m   1532\u001b[0m             \u001b[0margs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1533\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mNargs\u001b[0m \u001b[0;34m<=\u001b[0m \u001b[0;36m4\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1534\u001b[0;31m             \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mz\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_check_xyz\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1535\u001b[0m             \u001b[0margs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1536\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.6/site-packages/matplotlib/contour.py\u001b[0m in \u001b[0;36m_check_xyz\u001b[0;34m(self, args, kwargs)\u001b[0m\n\u001b[1;32m   1592\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mz\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1593\u001b[0m                 raise TypeError(\"Shape of x does not match that of z: found \"\n\u001b[0;32m-> 1594\u001b[0;31m                                 \"{0} instead of {1}.\".format(x.shape, z.shape))\n\u001b[0m\u001b[1;32m   1595\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1596\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mz\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: Shape of x does not match that of z: found (279, 85) instead of (2, 2000)."
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "la_t = 200\n",
    "gsize=100\n",
    "\n",
    "cte_data_raw = [x for x in bin_df['%d_cte' % la_t] if ~np.isnan(x)]\n",
    "cte_data_p = np.percentile(cte_data_raw,99)\n",
    "cte_data_filt = [v for v in cte_data_raw if abs(v) < cte_data_p][:2000]\n",
    "ate_data_raw = [x for x in bin_df['%d_ate' % la_t] if ~np.isnan(x)]\n",
    "ate_data_p = np.percentile(ate_data_raw,99)\n",
    "ate_data_filt = [v for v in ate_data_raw if abs(v) < ate_data_p][:2000]\n",
    "\n",
    "data = np.vstack([cte_data_filt,ate_data_filt])\n",
    "X,Y = np.mgrid[min(cte_data_filt):max(cte_data_filt):gsize, min(ate_data_filt):max(ate_data_filt):gsize]\n",
    "\n",
    "dat = pdf_dict['200'].resample(2000)\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.gca()\n",
    "ax.set_xlim(min(cte_data_filt), max(cte_data_filt))\n",
    "ax.set_ylim(min(ate_data_filt), max(ate_data_filt))\n",
    "# Contourf plot\n",
    "cfset = ax.contourf(X, Y, dat, cmap='Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-1.9594614424251757\n",
      "-3.891239501402064\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "9218.826121582144"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ac_dist_stoch(190, 10, 0, fl1['lat'][t], fl1['lon'][t], fl2['lat'][t], fl2['lon'][t], \n",
    "                                     fl1['hdg'][t], fl2['hdg'][t], fl1['spd'][t], fl2['spd'][t])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8))\n",
    "plt.boxplot([i[1] for i in draw_list], showfliers=False, patch_artist=True, whis=[5,95])\n",
    "plt.xticks(x, [i[0] for i in draw_list])\n",
    "plt.xticks(rotation=70)\n",
    "plt.xlabel('Look-ahead time (seconds)')\n",
    "plt.ylabel('TTC difference in seconds')\n",
    "plt.title('Evolution of TTC error over look-ahead time')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_data_sort = sorted(draw_list_mean, key=lambda tup: tup[0])\n",
    "draw_data_2 = [i[1] for i in draw_list_mean]\n",
    "\n",
    "x = range(len(draw_data_2))\n",
    "\n",
    "plt.figure(figsize=(20,8))\n",
    "# plt.scatter([i[0] for i in draw_list],[i[1] for i in draw_list])\n",
    "plt.scatter([i[0] for i in draw_list_mean],[i[1] for i in draw_list_mean])\n",
    "plt.xticks(rotation=70)\n",
    "plt.xlabel('Look-ahead time (seconds)')\n",
    "plt.ylabel('ATE in meters')\n",
    "plt.title('Evolution of ATE over look-ahead time')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "plt.figure(figsize=(20,20))\n",
    "for ttc_i in [1000,200,60]:\n",
    "\n",
    "    cte_a_est_i = cte_clf_dict['alpha'].predict([[1,ttc_i,ttc_i**2]])\n",
    "    cte_b_est_i = cte_clf_dict['beta'].predict([[1,ttc_i,ttc_i**2]])\n",
    "    cte_distr = pm.Cauchy.dist(alpha=cte_a_est_i, beta=cte_b_est_i)\n",
    "\n",
    "    ate_a_est_i = ate_clf_dict['alpha'].predict([[1,ttc_i,ttc_i**2]])\n",
    "    ate_b_est_i = ate_clf_dict['beta'].predict([[1,ttc_i,ttc_i**2]])\n",
    "    ate_distr = pm.Cauchy.dist(alpha=ate_a_est_i, beta=ate_b_est_i)\n",
    "\n",
    "    # te_dist = [(cte_distr.random(size=1),ate_distr.random(size=1)) for i in range(0,1000)]\n",
    "\n",
    "    \n",
    "    plt.scatter(cte_distr.random(size=50000),ate_distr.random(size=50000), alpha=0.6, s=2)\n",
    "    plt.xlim(-20000,20000)\n",
    "    plt.ylim(-20000,20000)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/victor/.local/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6571: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n",
      "/home/victor/.local/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6571: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "import time\n",
    "\n",
    "def generate_rand_from_pdf(pdf, x_grid):\n",
    "    cdf = np.cumsum(pdf)\n",
    "    cdf = cdf / cdf[-1]\n",
    "    values = np.random.rand(1000)\n",
    "    value_bins = np.searchsorted(cdf, values)\n",
    "    random_from_cdf = x_grid[value_bins]\n",
    "    return random_from_cdf\n",
    "\n",
    "la_t = 60\n",
    "\n",
    "cte_data_raw = [x for x in bin_df['%d_cte' % la_t] if ~np.isnan(x)]\n",
    "cte_data_p = np.percentile(cte_data_raw,99)\n",
    "ate_data_raw = [x for x in bin_df['%d_ate' % la_t] if ~np.isnan(x)]\n",
    "ate_data_p = np.percentile(ate_data_raw,99)\n",
    "\n",
    "data = [v for v in cte_data_raw if abs(v) < cte_data_p]\n",
    "\n",
    "x_grid = np.linspace(min(data), max(data), 1000)\n",
    "bandwidth = (la_t-19)\n",
    "kde = gaussian_kde(data, bw_method=bandwidth / np.std(data))\n",
    "kdepdf = kde.evaluate(x_grid)\n",
    "random_from_kde = generate_rand_from_pdf(kdepdf, x_grid)\n",
    "\n",
    "plt.figure(figsize=(20,20))\n",
    "plt.hist(data, 500, normed=True, alpha=0.5, label='hist')\n",
    "plt.hist(random_from_kde, 500, normed=True, alpha=0.5, label='hist')\n",
    "plt.plot(x_grid, kdepdf, color='r', alpha=0.5, label='kde')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import gaussian_kde\n",
    "import time\n",
    "\n",
    "la_t = 200\n",
    "\n",
    "cte_data_raw = [x for x in bin_df['%d_cte' % la_t] if ~np.isnan(x)]\n",
    "cte_data_p = np.percentile(cte_data_raw,99)\n",
    "cte_data_filt = [v for v in cte_data_raw if abs(v) < cte_data_p][:5000]\n",
    "ate_data_raw = [x for x in bin_df['%d_ate' % la_t] if ~np.isnan(x)]\n",
    "ate_data_p = np.percentile(ate_data_raw,99)\n",
    "ate_data_filt = [v for v in ate_data_raw if abs(v) < ate_data_p][:5000]\n",
    "\n",
    "data = np.vstack([cte_data_filt,ate_data_filt])\n",
    "X,Y = np.mgrid[min(cte_data_filt):max(cte_data_filt):400j, min(ate_data_filt):max(ate_data_filt):400j]\n",
    "grid = np.vstack([Y.ravel(), X.ravel()])\n",
    "kde = gaussian_kde(data, bw_method=0.1)\n",
    "pdf = kde(grid)\n",
    "f = np.reshape(pdf.T, X.shape)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mpwAggTAF1MI0FQBzMzkFAAuywANq5b5UAMxFnAKAhQhTQAtc8gfA1FzWBwALEKaAFrnkD4ApiFMAMDMLN6B1IhUAh3BZHwDMxEIN6I1L/gDYh8kpAJiBMAX0zjQVANsSpwBgYhZjAOdEKgA2EacAYEIWYACriVQAXEecAoCJWHQBbCZSAfA6cQoAJmChBbAbkQqAM+IUABzI4gpgfyIVADezNwAAamZBxTYePX3+g/99fO924pZAuc4+T+/fvZW8JQAsTZwCgD0JU1yMTnP+N/sSwqiRSAXQH3EKAHYkSvVhyYg0l+t+B9GKGohUAP0QpwBgB8JUG1oIT4cQraiJSAXQPnEKALYkTNWr9xi1LdGKkn3y7IVABdAocQoAtiBM1UWMmpZoRSlMUQG0SZwCgA2EqfKJUTlWPe6CFUsQqQDaIk4BwBrCVLkEqTJdfF6EKuYmUgG0QZwCgGsIU2URo+ojVLEU96MCqJs4BQArCFP5xKi2vP58ilVMzRQVQL3EKQC4QJTKJUj1w1QVcxGpAOojTgHAKWEqhyCFUMUcRCqAeohTABDCVAZRilWEKqbmflQA5ROnAOieMLUcQYpdCFVMxRQVQNnEKQC6JkwtQ5TiUEIVUzBFBVAmcQqAbglT8xOlmINQxSFMUQGUR5wCoEvC1LxEKZZy9loTqdiVSAVQDnEKgO4IU/MRpcgiUrEvl/oB5FskTg3D8CgiXpz+FRHx6+M4/tEwDD8bEd+IiM9HxKOI+PI4jo9P/5trvwYAlEWUohQu+WMfpqgAch0t+LN+eRzHnzz964+GYTiKiN+NiF8bx/G9iPjjiPiNiIh1XwOAQ5iamtajp8+FKYrl9cmu7CMAciwZp1730xHxYhzHb53+/69HxK9s8TUA2ItFx3Qs+qmJ1yu7+OTZC/sLgIUtGad+bxiGh8Mw/M4wDHcj4scj4sOzL47j+L2IOBqG4Yc3fA0AdmahMQ2LfGrm9csu7DcAlrNUnPr5cRz/WUT8TETciIjfXujnAoAFxgQs6mnJ2evZa5pNTFEBLGORODWO40enf/+7iPidiPiXEfHnEfH22b8zDMOPRMTLcRz/esPXAGBrFhWHsYCndV7jbMO+BGBes8epYRhuD8PwD07/942I+NWI+HZE/ElEfH4Yhp87/Ve/GhF/cPq/130NALZiMbE/C3Z64zXPJqaoAOazxOTUP4yI/z4Mw8OI+E5EvBcR/24cx5cR8W8j4r8Mw/B+RPyriPgPERHrvgYA27CA2J8FOj0TqdjE/gVgejdOTk6yt2EOxxHxwZPnn8XLJn89ANaxcNiPBTmsdnzvdvYmUKD7d29lbwLA4o5uRLxx+2ZExDsR8Wiy7zvVNwIA6iVMwfVMU7GKy/wApiNOAdAUC4XdWXTDdkQqVrHfATjczewNAICpWCDsxiIb9nP23nG5H2c+efbCZX4ABzA5BUAThKndCFNwOJNUXOQyP4D9mZwCoHoWA9uzkIbpmaTiIlNUALsTpwColii1G2EK5iVSceZs/yRSAWzHZX0AVEmY2o0wBctxuR9nXOoHsB2TUwBUx4H+9iyQIY9JKs641A9gPZNTAFRFmNqeMAVlMElFhCkqgHXEKQCq4aB+exbCUB6RigiRCmAVcQqAKjiQ357FL5RNpCLCfg3gIvecAqB4DuC3Y7ELdXFPKvypfgCviFMAFE2Y2o4wVYaHjz+d5Ps8ePPOJN+HOohUiFRA78QpAIolTG1HmFrGVOFpzp8latVNpMKf6gf0SpwCoEjC1HaEqWksGZ7mdN3vIVrVRaTqmykqoEfiFADFEaa2I0ztp5UQtYvXf2exqg4iVd9MUQE9EacAKIowtR1hajc9Bql1Vj0eglW5Lr7fhaq+mKICeiFOAVAMYWozUWp7gtRuTFfVwTRVn0xRAa0TpwAogjC1mTC1mSA1HbGqbCJVf0xRAS0TpwBIJ0xtJkxdT5BahlhVJpGqP6aogBaJUwCkEqY2E6auEqTyiVVlEan6YooKaI04BUAaYWozYeqcIFW2i8+PUJVHpOqLKSqgFeIUACmEqc2EKUGqVmfPm0iVR6TqhykqoAXiFACLE6Y26zlMCVLtME2VT6Tqx8V9q1AF1EacAmBRwtRmPYYpQap9pqlyiVR9MU0F1EacAmAxwtRmwhStM02VS6Tqi0gF1EKcAmARwtRmvYUpUQrTVHlEqr645A8onTgFAAXoKUyJUrzONFUekao/pqmAEh1lbwAA7TM1tZ4wBecePv7U6yTBo6fPu/os4tW+2f4ZKIXJKQBm5cCXCFGK3bnkL8ejp89NUXXGJBVQAnEKgNkIU5u1PqkgSnEol/wtz6V+fRKpgEwu6wNgFsLUZsIU7MYlf8tyqV+fXO4HZDA5BcCkHNBup+UFn3jA3FzytyyTVH0ySQUsSZwCYBKi1PaEKZiGSLUskapPIhWwBHEKgIOIUrtpNUyJUmQSqZblpul9uri/F6qAqbnnFAB7E6Z2I0zBvNyTajnuR9U396UCpmZyCoCdOSAlQpSiXCapluNSv7655A+YijgFwNZEqf21NmEgTFEDkWo5IlXfRCrgUC7rA2ArwtT+WgpTLpuiRl6zy2np847dnV3u55gB2JXJKQDWcoB5mJYWahb41MwU1XJMURFhmgrYjckpAK4lTB1GmILymP5bTkufgezPJBWwDZNTAFzhIJIzFvG0yiTVMkxRccYkFbCOySkALhGmptHCxIAwRQ9MUi3j0dPnTXwucjiTVMAq4hQAEeFgcUotLMAs1umN1/wyWvh8ZBqOO4CLXNYH0DkHhtNqYeFlkX64hx9v/xg+eMtlZaVwqd8yXOrHRRePQ1zyB/26cXJykr0NcziOiA+ePP8sXjb56wFMQ5iaXu1xSpja3i4Bagoi1vJEqvkJVLxOoIKyHd2IeOP2zYiIdyLi0VTfV5wC6JQwNT1hqj1LB6hDCVjTE6jmJ1CxikgFZRKndnMc4hTASqLUPISpetUWoHYlWE1DpJqfSMUqIhWURZzazXGIUwBXCFPzqTlO9RamWo9Rm4hVhxGp5iVQcR2RCsogTu3mOMQpoFMC1PKEqfL1HqSuI1TtR6Cal0DFdQQqyCdO7eY4xCmgYQJUOYSpsolS2xOqdidSzUuk4joiFeQRp3ZzHOIUUDHxqR61xqnWw5QodRihajci1XwEKq4jUEEOcWo3xyFOAWuIP0xBmCqLIDUPoWo7AtV8BCrWEalgWeLUbo5DnILuCVDMrcY41WKYEqWWI1RtJlLNQ6BiHYEKliNO7eY4xClonvhEJmEqnyiVS6haT6Sah0jFdQQqWIY4tZvjEKegCQIUJRKmcolS5RGqVhOo5iFQcR2BCuYnTu3mOMQpqJooRamEqTyiVB2EqqtEqukJVKwjUsF8xKndHIc4BdURpKhBbXGqhTAlStVJpLpMoJqeQMU6AhXMQ5zazXGIU1ANUYpaCFPLEqXaIFJdJlJNS6BiHYEKpidO7eY4xCkonihFTYSp5YhSbRKpzglU0xKoWEeggmnNFaduTvWNALYlSgGriFJtO3t+RarzeCxSTePs5IFIxSpnx50iFZTtKHsDgD588uzFD/6C2piamtfDjz8VpjriuT5X23u1dLV9VrMsx6BQNpf1AbNyIEDtalvs1LbYFSr6ZorqnCmq6ZigYh0TVHCYuS7rMzkFzMKUFCxPmKI2pubO1fb+LVltJxVYluNTKJM4BUxKlKIlNS1walvYChJcJFK9Utv7uGQ1fX6zPMeqUB43RAcmYSdPayxs5iFAsI6bprtZ+pQePX3uEj+u9cmzFy7xg4KYnAIOYlIK8tUybSFMsS2TVPW8r0vnRAPrOIaFcohTwF5EKVpW02KmlgVs76GB/fT+unn4+NNq3uMlq+kzneU5noUyiFPATkQpWlfTIqaWRWvvgYHDmKKq571espo+21meY1vIJ04BW7PjBnbVe1RgOr1HKlNUhxOoWMdxLuQSp4CNTEvRi5oWLjUsUnsOCcyn99dVDe/9ktX0Oc/yHO9CHnEKWMtOGspT+uK09wkX5tf7a8wU1WEEKtZx7As5xCngWnbO9MRiZRo9BwOW1/vrTaDan8981nEMDMsTp4CV7JShTCUvRnsPBeQwRWWKal8CFes4FoZliVPAFXbG9KaWBUrJC9Ce4wBl6P01WPLnQ8lq+fwHaN3N7A0AyiJMAbvqPQqs8v6HT7f+d999+96MW9KXs9fig7fuJG9JjrNA9eDNPn//fT16+jyO793O3gwK9MmzF3H/7q3szYAu3Dg5OcnehjkcR8QHT55/Fi+b/PVgeqIUvarlrHmpUxHC1G4halfC1f56DVRnBKrdCVRcR6CCc0c3It64fTMi4p2IeDTV9zU5BQhTUDhhqgxzRqh9fqZwtd7Djz/tOlA9fPypQLUjE1QAeUxOQeeEKXpmamp/rYepjBA1JeHqsp4jlUC1O4GKVUxPwStzTU6JU9AxYYre1RCnhKn51R6iNhGqXuk5UEWIVLsSqFhFoAJxalfHIU7BWsIUvROm9tNCmGo9Rq3Te6gSqPr+/XclULGKQEXv5opTR1N9I6AewhSwD2Gqfu9/+LTrx+Dhx5828TreV4nBu2Q1nMQAaIXJKeiMMAV1LDhKW0TWvqDvOchs0us0lSmqvn//XZig4nWmp+iZySngYMIU0JveJ4W20etjVHtwPVRpARxq4pgapidOQSfsROEVU1O7q3UR32NwOUSPkcplfv3+7ruoYb8BUDtxCjogTAH7qnHh3mNkmVKPj1+Nr/OpCFTbEah4neNrmJY4BY2z44RzNSwuSloo1rhg7y2qzOksUvXymNb4ep9KSZ87JathHwJQK3EKGiZMQV1KWiDWtlDvKaJk6OXxre11P6WSPn9KJlBxkWNtmI44BY2ys4TLLCja1Es0KUUPj3fvgUqk2sz+hIscc8M0xClokJ0k1KekBWEti/PWI0nJWo9UtbwH5lLS5xEAfRCnoDHCFHCIGhblrYeRmrT8XPiT/Pr93bdheoqLHH/D4cQpaIgdI6xW+iKilEVgDQvxVkNI7VqPVL0q5bOpVKXvWwBqIk4BAMVrOX60pNXnSKDiOgIVZ5wkhsOIU9AIO0RYrfSFQykLv5IX360Gj1a1GhJLfo/MrZTPKQDaJU5BA4QpoFUtRo5etPjcCVSsUvpJEJbjmBz2J05B5ewEoV6lLPZKXHC3On3TmxafxxLfL0sp5TOrRAIVwGHEKaiYMAXrWSxsVuJCu7WYQXvPaYnvm6UIVNezzyHC8TnsS5yCStnxQd0s8FZrLWJwrrXnVqACgOmIUwDQqZIW1y1e/sVVrT3PDz/+tKj30ZIEqtVMTxHhJDLsQ5yCCtnhwWYWCFCulgJVRFmhd0kC1Wr2PwC7E6egMsIU1K+EBV1Ji+nWQgXbae15L+k9taQSPs+gRI7ZYTfiFAB0pqRFdGuBgt20eJlfjwSqq0xPAexGnIKKOAMD2yl5UWARd66lKMFhWnotCFScKXlfxDIcu8P2xCmohJ0bMIVSFs4txQim0dJropT32dIEqqsEKoDtiFMAABRBoKqfQHWVQAWwmTgFFTA1BdsreRGQvWgrZbHcUoBgei29Pkp5zy0t+7OuRCXvm5iX43jYjjgFhbNDA1rSUnhgPi3dKF2g4oxABXA9cQoAFpC9UCthgdxKbGA5XjNAC5xshs3EKSiYHRkAvWshUJUQhzNkR/kSmZ4CWO1m9gYAwFQc9K9WwsK4hcCwq48++O7Gf+eL73xhgS2p3/sfPo13376XvRkHefjxp/HgrTvZm7G4h48/jQdv9vd7r/Po6fM4vnc7ezMAinLj5OQkexvmcBwRHzx5/lm8bPLXowempmB3pcap7OmB7DjVU5jaJkitI1atV3ugioguA1VECFQrCFT9uX/3VvYmwMGObkS8cftmRMQ7EfFoqu9rcgoKJEwBU8kOUz04NEht+l6C1TkTVPUyQXWVCSqAc+IUAE0odWqqdy1OTU0Zo/b9eT0HK4EKANrjsj4ojKkp2E+pcarnS/paClNLB6l99Basag9UEX1e4md66irTU31xaR+1c1kfALATl/QdpoYgddHr29t6rGphgqpHLu+7yuV9ABFH2RsAnDM1BfspdWqqZ7VOTX3MnbUbAAAgAElEQVT0wXd/8FftWvk91qn1dXam14CcPVEKQHnEKQCYSeYCzOV822spSK3S6u91prbX2+t6DVRc5iRLP5yMhtXEKSiEHRXAcloPUq9r/XcVqOpjeuoqgQromTgFQNUczJelhkjQcqTZpOffnfIIVACcEaegAKamgCn1OIWxLXGm3SmqGsLoOt63RDjh0gvH/nCVOAUAM+hxIqD0ONBikDlEi49H6a/BTXoMVD1+Vm4iUAE9EqcgmTMnsD8H8Ff1uLjdRoshZgotTlEJVPURqAAQpwCAg5UcBFqLL3No7TEq+fUI23DyBeiNOAWJTE0BzKu16DKn1qaoag5UpqeIEKhaZx0Al4lTAFSp5IP2rEVW1oK21AjQUmhZksetDD0GKgD6JU5BEmdLAOYjsBymlcev1HDKaqanrir5RAzAlMQpAGBvFv/tauUyv5pfo6anAOiFOAUADbCIPddCUCmJxzNXb+9t01NXmZ5qlysp4Jw4BQnsiOAwJR+o97SwKnEiRUiZR+2Pa4mv1V30FqgA6I84BQA0ofaAUrraH9/aA1VPeor82yr5pAzAFMQpWJipKaAFpS30aw8ntaj9PlSlvW53YXoKgQpomTgFAJXrfdFacyyplcc8R0/vddNT9MKJa3hFnAKgKs4cQxlqDVQ1T08BQKvEKViQMyPQtl7O9Je0uK81kLTC478801N9c4IGaJU4BQBUSRgpQ43PQ0mBdR89BSoA+iBOAUDFll6k1r6oZx4CFXMxPXWV6SmgReIULMQlfXA4B+ScqTGGtM5zsizTU9AO6wQQpwCAyogg5artuTE9VQfTU1c5WQO0RpwCgAn0sHiykIeymJ4CoBXiFCzAqC4whx4XprVN5vSotudIdKVWpqeAlohTAABMqrZAVbNeInUP06kAPROnAICNSpguETyYSwmvbwDomTgFQBVcvtA3Yao+nrPlmJ7ql31jO9wGhN6JUzAzOxoAKJ/pKQDII04BQIV6mZSIMIFTM8/dcnr6TACgPeIUALCWiRIOUVOg8lovn0v7rnJpH9ACcQpm5JI+6IPF0nxqChuQzfQUALUSpwAAmFVNkdH0FDUyPQXUTpwCAIpUU9AAAGB/4hQAcC1TJExFbFxGD5f2uZR6NdNT9XNLEHomTgFAZXpYfEImURYAliVOwUyc+YDpOBvcH1M2bfK8LkPABqA24hQAAFAVl/at5mQOUCtxCgAoiumattXy/Lq0DwCWI04BACtZnEO9XNrXL9NTQI3EKQAAFlXL9BQAsAxxCgAAVjA9CADLEKdgBv6kPoD9mKgBtuWm6ADtEKcA4AAWR7AfIXJ+7jvVL/edAmojTgEAwDVc2gcA8xOnAKAiS01CZCzITdIAAPRJnAIAIIUgCfNxaR9QE3EKAAAa1fp9p9z3D6AN4hQAAAAAacQpAABYw03RAWBe4hQAkM69h/rluQcAxCmY2CfPXmRvAgAAAFRDnAIAgIa1flN0rudP7ANqIU4BAAAAkEacAgAglftOAUDfxCkAANjAn9gHAPMRpwAAAABIczN7A9YZhuG9iPhmRLwREU8i4ivjOL6fu1UAAAAATKX0yamvR8TXxnF8LyK+FhHfSN4eAAAAACZUbJwahuHNiPipiPj903/0+xHxU8MwfCFvqwAAAACYUrFxKiK+GBF/MY7j9yMiTv/+l6f/HICOHN+7nb0JcJC/+fDP4m8+/LPszYAmPXz8afYmAHCgkuMUAAAAAI0rOU59FBE/NgzD5yIiTv/+o6f/HAAAAIAGFBunxnF8HBHfjogvnf6jL0XEn47j+N28rQKAyx68eSd7EwAAoGo3szdgg69GxDeHYfhPEfE0Ir6SvD0AAEBBnCQAqF/RcWocx/8dEf88ezsAAAAAmEexl/UBAAAA0D5xCgAAAIA04hQAVOTBW+6tUqu///Y/zt4EAIAiiVMAVOH43u3sTQAAAGYgTsHE7t+9lb0JABTG1BQAm1hH0DNxCgAAoEGmjoFaiFMAAAAApBGnAIAr3n373qI/74vvfGHRnwcAQDnEKQAAaJg/5ROA0olTAFSj1HtnPHjTwg9at/Q0IQD0RJwCAACq5OTA9Uo9oQOwijgFAAAAie7fvZW9CZBKnIIZ2LkAc2r1/jFuit4vzz0A9E2cAgAAACCNOAVAVdxDYzluAA31a3XSkvXsK4HaiFMAALCGUAsA8xKnAIBiuPdQfzzn7Muf1Ecr3K8WxCkAmIRFEgAlcEkfUCNxCmbiDAjMx4E3AAC0Q5wCgAotdZPjjHvtuMwLpuFm6ADUQpwCACBFDSHSzdCpiclioFbiFAAAUBX3+aMVbgUCr4hTMCM7G5iPs8Ntq2GiBkrmkj4AaiJOAcBEWj2T77Im5lBDgPTapyZO2gA1E6cAoFKtT0bUEC+A5bV6IgCgZ+IUANVylhjqJDzOq/VwzVX2h0DtxCmYmftOAQAAr7NOgHPiFACwUda9d0zYkMX9pqiFqSmgBeIUAEzIvVBgPcFxXq1f0uczFqBN4hQswMguzKf3M8atL0QjxAwAgNaJUwDAVlzmxKFqCY21vtZbj9Wmpq7q/QRNzZy8hsvEKQCq5+C8fbVEDQAAdidOwUKcHQGgZ7UExlqnpuiPEzNAS8QpAJjY0peeLHkpT+bCvZa4ARlc0gdAzcQpAJrgDDKUS1gEOOeKCrhKnIIF2REBHEbkYE61XtLX+tQUVzkhA7RGnAKABvRyaV+EQFUbzxeHckkfQPvEKQCYgcUU1BWmsqPrvkxN9cfUVN1cSQGriVOwMDskmI8D9n7UFD2A/Qn9AH0QpwCAnZUwZSJQla2m56eE1/M+TE31x0kYoFXiFCQwPQXMwUKVUtQUpiiXqSlaYw0A1xOnAGAmrS+sSpg2EUE4VAmv432I0f0xNQW0TJyCJM6cwDwcvEMuwZAptB73AbhMnAKAhvQ4TSGGlKO258LUFLVw4qV+TkzDeuIUJLKTgva1fva/lMV9bVGEfKW8dnfVQ5hq/XMTgKvEKQCgCQJVLo8/zMPUFNADcQqSmZ6C6fV+IL/0ZEWtEyhMp7YwVetr1tQU1MnxPmwmTgEAzagtkrTAY76MHsIUV/V+sgXohzgFBXA2BdqWMQnQ8/SUWLKcGh/rkl6rXGZq6jJhCuiJOAVAkxzU963GaFKTL77zhSof41rDlKkpqJeT0LAdcQoKYccF1K7WhT+7qTFK1ayXMGVq6jInWIDeiFMAsIAeLu0rjYgyvZofU/G0XMIUrXLyGbYnTkFB7MCA2pUWAGqOKaWp+bEs7XW5rd4Dc69MTQE9EqegMAIVTMcBPhF1R5US1Hp/qdr1EqZMTV1mvwX0SpwCgIX0cmlfiVMq4sp+WnjcSnw9btJLmIKWOeEMuxGnoEB2ZkDtSgwCLYSWJbXweJX4OuScqanLTE0BPROnAGiag31TGBe1EFzm1splfLWGqV7er8LUZfZVbXGiGXYnTkGh7NSgTT0tyEqNAy2El7l4bHL1EqYA4HXiFBRMoAKmYtF7mQhzVUuPSalhlFd6ivTbMDXVFsfvsB9xCoDmlXbg39PCrORI0Mrla4dq7XEo+TW3Ti8BuafPv22Utn8CyCJOQeGcfQGm0svid1etxZldtPZ7C1NlE6YuE6ba47gd9idOQQXs6OBwFgF5agkGZ5GqtWCzSou/Zy2vMwDgKnEKKiFQQVt6myCoLRy0GG/OtPh71fb6usjUVJ+cMGmPY3U4jDgFAB3pZSE8lZYiVUu/Syt6eT8KU5cJUwBXiVNQEWdk4DClLQh6W7DVPN1S8yV/tW73tmp9XQlTfSptP8Q0HKPD4cQpqIydH3CozEVxrSHhoppiTy3bua9aX0+9hCkuE6YArnczewOA3d2/eys+efYiezMAunYWfj764LvJW/JK6yHqdbWGqZ6YmqIHThzDNG6cnJxkb8McjiPigyfPP4uXTf56EOIUHODR0+fZm3DJw8ef5vzcj3N+bkTE+x8+TfvZc5o7VPUWoK5Tc5jqZWpKmLrM1FS7xCl6c3Qj4o3bNyMi3omIR1N9X5NTUCnTU8ChHrx1Jy1Qvfv2vSYD1cV4tG+oEqDWE6bKJ0xdJky1S5iC6YhTUDGBCvZzfO92UdNTD968kzY9xXzWXfYnQO1HmCqfMHWZMAWwHXEKKidQAYcwPTU/IWoawlT5hKnLhKm2mZqCafnT+qAB9+/esoOEHZW2aOh1UVdzcGA5Nb9OeglTXFbaPoZpOe6G6YlT0BA7SmAf2YvnmsMD86v59ZH93lpSr4F9FWEKYHfiFDRGoIJ6WdzBZcJUHXx20RPH2jAPcQoaZKcJ23F2+1z2QrrmCMH03n37ntdEJYSpy+xXAPYjTkGj3IcK6tTzQk+QIKKNUJkde5fS8+fVKsJU+xxbw3zEKWicnSisZzFxrpQFdQtxgv208NyX8j6amzB1mX1J+xxTw7zEKeiAKSqoS+air5SFdQuRgt3U/pw/eOtOMe+fuQlTAExNnIKOCFSwmjPeZao9VrC92p/rXqJUhDC1in1I+xxDw/zEKeiMnSvUwfTUK7VHC9Zr4T5jJb1f5iZMXSVMtc+xMyxDnIIOucwPrrLAuKykBXft8YLVWnheS3qfzE2Yusp+A2A64hR0TKCCslkMnmshZHCuhedTmIL2OVaG5YhT0DlTVHDOWfDLSlt8txA0aON5LO29MSdhajX7i/Y5PoZliVNARIhUUKrshWFpi/AW7lHUq1aeu9LeE3PK/vwplTAFMD1xCrhEoKJ3Fh11aCFy9KSV50uYwj6iD46HYXk3Tk5OsrdhDscR8cGT55/FyyZ/PVjGJ89eZG9CczYd7HjMy/Do6fPsTbji4eNPc3/+x7k//zrvf/g0exPYQJiqjzC1mjDVB2EK1ju6EfHG7ZsREe9ExKOpvq84BWwkmOxmjoMaz8HyBKoVP7/QQBUhUpWolSgVIUzxijjVPmEKNpsrTt2c6hsB7bp/95Y48pqlD15W/TzPCUt78NadYgPVu2/fE6gKIkzVSZi6njDVPmEKcolTwFYu7rB7iiIlH6hct209PT9zOr53u7jpqQdv3kmfniqZQJWvpSgVIUzxijAFMD9xCthZS1Gk5Pi0r5aeH8pT8vRUhECVSZiqlzB1PWGqDy0eD0Jt3HMKWERWGHGwcZVItZvSpqci8u89FVH2/afOiFTLaC1KRfQTpkSp9YSpPjhWhN245xRQtXU7/kNiiQOK3bmHGFMofYIqwhTV3ESpuglT6wlTfXAcCeUwOQXQKYFqe6anrld6oIowQTWlFoPUGWGKM8JUH4Qp2M9ck1NHU30jAOrioKxupSwua1jQv/v2vaajyhJafwxreB1PpZTPjlIJU31wDATlEacAOubgbDsWK21oOa7MpfUoFSFMcc5nfR8c+0CZxCmAzjlI206Ji5ZSFpo1Le57iC1T6OVxqum1e6hSPi9KVeJnPEBP3BAdgB8EKvehYl813CD9orPw4n5U53qIUWdEKS4SpvrhhByUyw3RAbhEoFrPzdHXqylQva7XUNVTlIoQprhMmOqHMAXTmOuG6OIUAFcIVNcrMU5FCFRzaD1W9RalIoQpLhOm+iFMwXTmilMu6wPgivt3bwlU1zi+d7vYQFWK2i7xu87FeNNKqOoxSJ0RprhImOqHMAV1MDkFwLUEquuVGKhKmp6KaGeCapXaYpUo1QdRajvCVD+EKZiey/p2cxziFMBkRKqrSoxTEQJVhlJDVc9B6owwxeuEqX4IUzAPl/UBkMZlfle5vG87rVzit87rEWjuWCU6bUeY4nXCVD+EKaiPySkAtiZQXVZqnCpteiqijwmqVbYNVYLTdEQpVhGm+iFMwbxc1reb4xCnAGYhUF0mUG2v10DFcoQpVhGm+iFMwfzmilNHU30jAPpw/+4tB3/spadwwPJ6en0JU9sTpvrh2ATqJk4BsBcHga+UuvApdfHaU0BgGQ/eutPN6+rBm3eKfW+XqNTPZ6bnmATqJ04BsDcHg2UrdRHbS0hgfj29lkp9P5dKmOqDaW5oh3tOATCJ3u9FVeq9pyLKvP9UhHtQsT9RinWEqT6IUpDDPacAKFrvB4kWQ7vrKTAwjZ4u4YsQpvbhs7gPvR9zQIvEKQAm42CxTCUvcHsKDRymp9eKe0vtR5jqg2MNaJM4BcCker7/Q8kLo5IXuj1FB3ZnWoptlPz5y3R6Pb6AHohTAMzCAWR5Sl709hQf2F5vr4uS36MlE6b64LgC2nYzewMAoCXH924XfXP0kp2FCDdKp7coFSFM7UOU6ocwBe0zOQXAbBxMlqeGBXCPYYJXeruEL8L9pfYlTPWh51sFQG/EKQBm1eNBZemLphoWwj1Gip71+nzX8F4sUemfsUyjx+MH6Jk4BQAzKH3xVMuiuNdo0ZMen1/TUvsr/bOVw5mWgj6JUwDMzkFmmWpaHPcYMFrXa3is6X1XGmGqfY4XoF9uiA7AIu7fvRWfPHuRvRmLcnP0ablheht6DFIRotQhRKn2iVKAySkA6FiNC+Ze40btep2UiqjzfVYKYap9whQQEXHj5OQkexvmcBwRHzx5/lm8bPLXA6hXb9NTEVHF9NTDx3VOI5miKl+vQeqMMLU/YaptohTU6ehGxBu3b0ZEvBMRjyb7vlN9IwDYRo8HozUssGpdQPc8jVODnp8bNz0/TA2fm+yvx2MBYD33nAIAIuLVYrrWCaoHb90xRVWQ3qMUhxGm2iVKAddxWR8AKVzeV65aA9UZkSpPz1EqQpg6lCjVNmEK2jDXZX3iFABpBKpy1R6oIkSqpfQepCJEqSkIU+0SpaAtc8Upl/UBkOb+3VtdBqoa1HyJ35mzaCJSTU+QOidMHU6YapMoBexCnAKABR3fu13N9FQLgSrC/aimIkhdJkodTpRqlzAF7MplfQCk63F6qpZAFdHGJX5nRKrdCFJXiVLTEKbaJEpB++a6rO9oqm8EAPtyMFu2lhbjD966I7hsweO0WkvvhUzCVJvsy4FDmJwCoBi9TVDVND0V0dYE1etMVJmSWkeUmoYo1SZRCvrihugA0Jia7j8V0c49qFZ5Pcz0EqsEqfVEqekIU+0RpYApmZwCoCi9TU9FmKCqQSuxSozanjA1DVGqPaIU9M3kFABduH/3VpeBqiYtT1Bdp+bJKkFqN6LUdISp9ghTwFxMTgFQpN4CVW3TUxF9TlCtU0KwEqIOI0xNQ5RqjygFnDE5BQANq+3+UxF9TlCtM+V0lci0LFFqOsJUW0QpYCniFABFcnlfHQSq6wlM5ROlpiNKtUeYApZ0lL0BAHCd3g6Ma13cWeBTI6/b6dT62cVq9+/e6m7/C+QzOQVA0XqboKrx8r6I84W+KSpKJ0pNR5RqiyAFZDI5BUDxejtgrnnBZ+FPqR68ecfrcyLH925X/TnFVb3tZ4HyiFPw/9u7u1BLr/qO47+ZBBqN0KSxzVjNZBTNqpaCRoVStFeieOFNW6KBkEsNBIqIphRvGxQs2BYVBcFUU70YSrV4EUEQQhDFl4YaUhbSmhdsaE1aCIQYMTO9OHuak8l52We//Z+XzwcOntnr7D3PwWfWOc8361kbGIW5/eI85gs/AYAhEaU2a8xzEy/lFj5gKNzWBwBsnI3SGQJRanNEqWkRpIChEacAGA37T42LfaioIkptjig1LaIUMFRu6wNgVOb2i/UULgyFAnbFLXybNYX5hxfM7ecnMC7iFACjM7dfsKdwgSgYsE2i1GbZ8Hxa7CsFjIE4BcAoze0X7SlcKIoHbJootVmi1LSIUsCY2HMKgNGyB9X42IeKTRCkNk+Umg5BChgjcQqAUZtboJoK7+bHKkSpzROlpkOUAsZMnAKAEZnC6qlLBCqWJUptnig1HaIUMAXiFACjN7fVU1MLVInb/DiYKLV5otS0CFPAVNgQHYBJmNsv6FO7wBQh2M9G55tns/PpmdvPPWDarJwCYDKsoBo3q6gQpLZDlJoWUQqYInEKAEZsaoEqEanmSJTaDlFqeoQpYKrEKQAmZW6rp6ZMpJo+UWo7RKnpEaWAqROnAJicuQWqKa6e2k+kmhZBantEqWkSpoA5EKcAYAKmHqgSkWrsRKntEaWmSZQC5kScAmCS5rZ6KplHoEpEqrERpbZHlJouYQqYG3EKACZkLoEqEamGTJDaLlFqukQpYK7EKQAma46rp5J5BapEpBoSUWq7RKlpE6aAOROnAJg0gWo+RKoagtT2iVLTJkoBiFMAMFlzDFSJSLULgtRuiFLTJ0wB7BGnAJi8ua6eSuYbqBKRatMEqd0RpaZPlAJ4MXEKgFkQqOYZqBKRalVi1O6JUvMgTAG8lDgFADMw90CVvDi2CFUHE6RqiFLzIEoBHE6cAmA25rx6KhGo9rs8wsw1VolRtUSp+RCmAI4mTgEwKwKVQHWQgyLNVIOVIFVPlJoPUQpgOeIUALMjUAlUy5hKsBKjhkOUmg9RCuBkxCkAmCGBajVDDVYC1LCJUvMiTAGcnDgFwCzNffVUIlBtymFhaJVoJTJNiyg1P8IUwGrEKQBmS6ASqLZJaJovUWp+RCmA9ZyuPgAAoJYLadiMc9de7d/TDAlTAOsTpwCYNRcVe1xQw+pEqfnyMwRgM9zWB8Dsub1vz6WLa7f5wXIEqfkSpQA2a6txqrV2T5J3JXly8dD53vvdi7Hrk3wlybkkzyb5YO/9+8eNAcA2CFQvsA8VHE6QQpgC2Lxd3Nb3yd77mxcfd+97/BNJ7u+935TkziT3ttZOLTEGAGyZC3B4MbfukQhTANtSuefULUk+nyS99weSPJfkbUuMAcBWuOh4MRfiIEqx58w1V/kZAbBFu4hTH2mt/aS19vXW2huTpLV2XZJTvfcn933dY0luOGpsB8cKwMy5+HgxF+XMlSjFJX4uAGzfWntOtdZ+nOTsIcPXJ/l4kid67xdaa7cnua+19rp1/k4A2Db7T72YjdKZE0GK/YQpgN1YK0713m8+5kt+vu9rv9xa+3SS1/TeH22tpbX2yn0rpM4mebz3/tRhY+scKwCchED1UjZKZ8pEKfYTpQB2a6u39bXWXr3v8/ckeT4vBKvzSe5YjL0jycuS/GiJMQCgiFudmBrnNJcTpgB279TFixe39uKttW9n7/a+C0meTvKx3vv3FmNnktyb5MYkzya5o/f+3ePGlnQuyc+eeubXubC9bw+AGbB66nBWUTFmghSXE6UAjnf6VHLd1VcmyWuTPLKp191qnCp0LuIUABsiUB1OoGJMBCkOI0wBLGdbcWqtPacAYA7sP3U4m6UzBqIUhxGlAIZhq3tOAcBUuIA5mot/hsh+UhzFvA4wHOIUACzJhczRRACGQpTiKGeuucp8DjAwbusDADbGbX5UEqQ4jigFMEziFACcgP2nliNSsSuCFMsQpQCGzW19AHBCLnKWJxywLW7dY1nmbIDhs3IKAFZgBdXyrKJikwQpliVKAYyHOAUAKxKoTubctVcLVKxEkOKkhCmAcRGnAICdsYqKkxClOClRCmCcxCkAWIPVU6uxiorDCFKsSpgCGC9xCgDWJFCtxioq9hOlWJUoBTB+4hQAbIBAtTqrqOZLkGJdwhTANIhTAEC5/ZFCqJo+UYp1iVIA0yJOAcCGWD21GW73myZBik0QpQCmSZwCgA0SqDZHpJoGUYpNEaYApkucAoANE6g2yy1/4yNIsUmiFMD0iVMAsAUC1XZYTTVsohSbJkwBzIM4BQCMjkg1DGIU2yJKAcyLOAUAW2L11Pa55W/3BCm2SZQCmCdxCgC2SKDaHauptkOMYleEKYD5EqcAYMsEqt2ymmp9ghS7JEoBIE4BwA4IVDWsplqOGEUFUQqAS8QpANgRgaqO1VQvJUhRRZQC4HLiFAAwK5dHmbnEKjGKaqIUAIcRpwBgh6yeGp6jos3Yw5UgxRCIUgAcR5wCgB0TqMZjiOFKcGIsRCkAliVOAUABgWr8DotEq0Yr0YmpEKUAOClxCgCKCFTTJDIxR4IUAOs4XX0AADBnLuiAMTtzzVXmMQDWJk4BQDEXdsDYiFIAbJI4BQAD4CIPGANRCoBtsOcUAAyEPaiAIRKjANg2cQoAAHgJUQqAXXFbHwAMiItBoJpb9wDYNSunAGBg3N4H7JoYBUAlK6cAYIBcKAK7YJUUAENg5RQADJQVVMA2iFEADI04BQADJlABmyBIATBk4hQADJxABaxCkAJgLOw5BQAj4CITWJZ9pAAYGyunAGAkrKACDiNGATBm4hQAjIhABVwiSAEwFeIUAIyMQAXzJUgBMEXiFACMkEAF8yFIATB14hQAjJRABdMlSAEwJ+IUAIyYQAXTIUgBMFfiFACMnEAF4yVIAUByuvoAAID1ucCFcTlzzVX+3QLAgpVTADARVlDBsIlRAHAwcQoAJkSggmERpADgeOIUAEzMpYthkQpqCFIAcDLiFABMlFVUsDuCFACsTpwCgAkTqGB7BCkA2AxxCgAmTqCCzRGkAGDzxCkAmAGBClYnSAHAdp2uPgAAYDdcYMPJnLnmKv9uAGAHrJwCgBmxggqOJkYBwO5ZOQUAM+PiG17KKikAqGPlFADM0KWLcKuomDMxCgCGwcopAJgxF+fMkVVSADAsVk4BwMzZh4o5EKMAYLisnAIAXLgzWVZJAcDwWTkFACSxgorpEKMAYFzEKQDg/9konbESpABgvNzWBwC8hAt9xsJtewAwflZOAQAHcpsfQyVGAcC0iFMAwKHc5seQiFIAME3iFABwLJGKKoIUAEyfPacAgKUJBeyKvaQAYD6snAIATsQqKrZJkAKA+RGnAICV2DCdTRGkAGDexCkAYGVWUbEOUQoASMQpAGADrKJiWYIUAHA5cQoA2AirqDiKKAUAHEacAgA2SqTiEkEKAFjG6eoDAACmSZiYrzPXXOX/fwBgaVZOAQBbYxXVfIhRAMCqxCkAYOtEqmkSpACATRCnAICd8a5+4ydIAQCbJk4BADtlFdX4CHJB6YEAAA9USURBVFIAwDaJUwBACZFq+EQpAGAXxCkAoJRINSyCFACwa+IUADAI+6OIULVbghQAUEmcAgAGR6jaPkEKABgKcQoAGDShanMEKQBgiMQpAGA0hKqTE6QAgKETpwCAURKqDidIAQBjIk4BAKM311AlQgEAUyBOAQCTMtVQJUQBAFMlTgEAkzXWUCVEAQBzIk4BALNwUPAZQrASogCAuROnAIDZ2mYYOih8CVEAAC8lTgEAbIEQBQCwnNPVBwAAAADAfIlTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDJXrvsCrbXbktyV5E1JPtx7/8y+sZcn+VKStyb5dZKP9t6/uc4YAAAAANOxiZVTDyb5QJKvHjD20SRP995fn+R9Sb7YWnvFmmMAAAAATMTacar3/lDv/eEkFw4Yfn+SLyy+7qdJfpjkvWuOAQAAADAR295z6mySR/f9+bEkN6w5BgAAAMBEHLvnVGvtx9mLRQe5vvf+/GYPCQAAAIC5ODZO9d5vXuP1H0tyY5JfLP58Nsl31hwDAAAAYCK2fVvf+SQfSpLW2huSvD3JfWuOAQAAADARpy5evLjWC7TWbk3yqSTXJvlVkmeSvLv3/nBr7eok9yR5S5Lnk9zVe//G4nkrjS3pXJKfPfXMr3NhvW8PAAAAgCSnTyXXXX1lkrw2ySObet2149RAnYs4BQAAALAx24pT276tDwAAAAAOJU4BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQRpwAAAAAoI04BAAAAUEacAgAAAKCMOAUAAABAGXEKAAAAgDLiFAAAAABlxCkAAAAAyohTAAAAAJQ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      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20,20))\n",
    "ax = fig.gca()\n",
    "ax.set_xlim(-1500, 1500)\n",
    "ax.set_ylim(-1500, 1500)\n",
    "# Contourf plot\n",
    "\n",
    "cfset = ax.contourf(X, Y, f, cmap='Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Ibb/93ymRSOhd7zpdP//5T7V+/bra7zzxxLdqbGxML3jBFnrlK3etVYDce+89Ou64E7TZZqu0dOkynXjiPzUcq2EY+sMffq9isaiVK1fqxS9+ybxjJ83/XPzqV79QuVzWCSecJNu2tdtur9arX71HQyXQhg3rdfrp/6yDDnr9vEsily9frn322U+JRFKZzJhOOumtDVU3knTIIUdo6623UTKZ1H77HaDHHvvfBcdakvba67XacsutZBiGdt11N73qVbvVGozfe+/dOuSQI/TiF79EqVRKp5zy9gXHZCH77vs67bDD3yuRSGjvvfdRKpXSgQeukWVZ2n//1bXXwSOP/FLZbFYnnXSKYrGYttpqax166BH6znfu6voYAACjKZyL8gEAobHZZqsa/v+f//wn/eu/Xqv/+Z9HVSgUVKk4tfBm/fp1teqKZn71q1+oUqnogx/8yIJbhr/5zf8074Ry1apV837tmWc2aPPNX1D7/6ZpatNNN9Mzz8wsE9lii81b9tPZsGFDw/35P79p09vutturdfjhR+pjH7tG69ev1z777KN3vevdtUCikf+4/XE1akGO50mu68h1i/I8R5ttttl0zx6j9rufeWZDi9FoXzvjsmLFJrX/nUgkNTEx0bP7XrVq8wXvJ5/P67zzztQrXvFKnXDCSbWvp1IpZbNTDbfNZrNKp9NynLKy2eys700pnU43/R0XXfQBfe5z/64TTnijtthiS51yytu1++576emnn9Y999yp+++fqShyHEevfvXuWr9+nZYuXTYnQKo+9pe9bJfa/89kxrRkyRJt2LChNp7VsE+Sksmk8vlc7WfrX2erVr2g4X4uvfRDuummG3TVVZdrl11eodNPP1vbbPPC1gOo+Z+LSqWiVas2b3gNbr75CxrOrwcffECZzJgOO+yo2tf+8pcndfLJfoWSZVm6447vKpfL6frrP6of/eghTU35z00u1/g8zH7c1bBtvrGuHsMXvvBZPfnkE/I8V4VCQX//9ztOP75ntPPOL284/m7VV7clEgktX974Osjn87XjXr/+aa1Zs2/t+5WKO6c6EQCAdhHsAAD6anYAs3bth7Xjji/T5ZdfpXQ6rS9/+Yv6wQ/8JsybbbZK99//3Zb3tfvue2rrrbfRmWeepk984t+1fPnynh3X7K+tXLlprTeL5C+f2LBhvVau3Gze5sgzP79SDz30w1k/3zpYOeaY43TMMcfp2Wef1aWXvl9f/epXdPLJp6ga5LQ61pl/NX1bf+etdeueluuWG459xYoVsixT8XhchUKhdl9/+9vfakuQFgrM5huXbvXivovFoi644L3aYost9d73XtDwvRe/+CW1pTiS9Pjjf5bnudp6621UqTgqFgt66qm/aIst/HDxscd+17K6ZZttXqTLL79Kruvqvvvu0cUXn6/bb79Xq1at0sEHH6Zzz71wzs+sW/e0Nm58XtnslDKZxnBn5cpNtW7dzNbZuVxWk5OTLcPAeptssrKhsqf+fiT/dbP77nuqWCzo05/+pNau/bA+8Yn5tyOf77moVBytX79OnufVzpd1657WtttuV7v9kUe+UX/72zN63/vO0jXXXK9kMqktt9xqzk5SN974Rf31r0/pP/7jP7XJJiv16KO/0dvedpLaMd9YF4sFXXLJ+brssg9rjz32km3bet/7zqoFoStXbjLvmM220OtiMVatWqWtttpaN9xwc8/uEwAw2liKBQAYqFwuq7GxMaVSKf3pT3/UN785s033Xnvto3XrntYtt3xFpVJJ2eyUfvObRxp+/qSTTtF+++2vs846rdZLox/22+8APfjg/frpT38ix3H05S//X6XTab385S9rK9jZc8+99bvf/a/uv/+7chxH//VfX2l5vL/97W/029/+Ro7jKJlMKhaL1SaSK1as0FNPPdX051oxDEOPPvpbff/735fjVHTTTTcqnU7r7/5ue7luSdtuu63uvPNWlctFPfjg/frVr35e+9kVK1Zo48bn51RNLDQu1aVI3ej2vsvlsi6++DyNjWV00UWXzpmMH3jgwXrgge/qV7/6hfL5vD73uU9rv/0OUDLpLwPae+999NnPflqFQkG/+MXP9MMffl8HHXRw0991xx236fnnn5dpmspkxmQYflXLQQcdrPvv/65+/OOHVKlUVCwW9dOf/kTPPLNBq1Ztrl13/Ud97GNXa3JyUo7j1JYdHXDAQbr11m/oscd+p1KppE9/+l+1yy6vmFPx1szrXneAvvrVL2vDhvXauPH5hobjzzzzjL7//ftVKBRk2zElk8l5lzBWzfdcvOxlu8iyLN1445fkOI7++79/rIceenDO1vDnnXeRtthiS51//jkqFotNf08ul1UikdSSJePauPF5ff7z/7HgsVXNN9alUlnlclnLli2TaZp68MEH9JOf/Lju8a3Wbbd9U3/+85+Uz+f1+c9/Zt7f5b8O/9L2sc1np512lm3HdOONX1KxWFSlUtHvf/+YHn30tz25fwDA6CHYAQAM1Omnn63bb79VBx74Wq1d+2G97nWra98bGxvTtdd+Ut/97r06/PADdfzxb5zTb0OSTj31HXrNa/bQ2We/W5OTk01/T3Unqep/hx9+0KKO8yUv2VYXX3yZPvrRj+jQQw/Qww//UGvXfqztZs2bbLKJrrzyKn3iE9frkEPWaN26dXrpS3dsetupqUldffVVOvTQNXrTm47WihWb6Nhj3yRJOuSQw/T73z+mQw5Zow984OK2j3/vvV+ru+66U4ceukb33XevPvjBD8u2Y5IMnXHGWXrggft18MEH6L777tYee+wpz6vIdR29+MUv0T77vE5HH3241qzZV8899+yC4/KRj7Q/LvPp9r5/8Yuf6aGHfqCHHvqB1qzZt/bcP/LILyVJ2223vc4++3269NKLdNhhq1UqlXXWWTO7Up177kXKZqd06KEH6IorLtH73ndxy63Of/jDB3Xiif6OS5/85HW6/PKrFIvF9IIXbKEPf3itvvCFz+nQQ1frjW88VDfd9CW5ritJta3Vjz/+DTrssAN1881fkeQ3kz755LfpoovO1RFHrNG6dU/r0kuvbOtxH3nk0dp113/USSe9SW972z9pv/32r33PdSu68cYv6ogjDtIhh+yvRx75pc455/wF73O+5yIej+vqq6/V97//PR1yyP667rq1uvTSK7X11ts03IdhGLrggku0fPlyXXTReU13RzvuuDcrm53SIYfsr3e+8xS95jV7tvWYJc071kuWLNEZZ5yjiy46Twcf/Dp997vf0R577FX72b32eq3e8IZjdPrpb9fxx79Bu+326nl/1zHHnKB77rlTa9bsq0984mNtH2Mztm3rmms+rt/+9tc65pjDdcghB2jt2g+3DFMBAFiI0WwnjYVs2DC5+B8CACCkLKuxMfJiOY6jSqXSs+PZfPOVevrpZ3p2f9VrgcbHaMowzFrT5l4uRQEAAEBzm266ZNEXXfTYAQCgBcPwQ52omx3a+EGPK3+XrepXCXoAAACCiGAHAIAmTFNt9dJpR68zkE6qbReDoAcAACA8CHYAAJilB+1iIqX9oMeQYVgi6AEAABgcLl0BAJjWyyqdKGsd9EieV+0lZExX9BD0AAAA9BPBDgAA6r5B8ihrHvR4kipNgh5T1eoeAAAAdI9gBwAw0sLYINnz/DCl3712OkXQAwAAMDgEOwCAkWWafqgT0HxkHuE64FZBj+c501VShgh6AAAAOkOwAwAYOfVVOuELdcJvJrTx/20Mema+Vx/0NP4cAAAAqgh2AAAjhQbJwdM66KnIMCp1t7MIegAAAGYh2AEAjIxk0i/TcZzKArfEMDVfuqU5QY9kyTRNzSzlIugBAACjh2AHABB51aVXth2NYMdvnjw6y8iaBTZ+2FOR69Y/l2bd8i2CHgAAMBoIdgAAkRbdpVeGwtZEuZeaV/W4kty6wIugBwAARB/BDgAgksK4jXn7RjfQaWW+oCcej8vzXJVKFYIeAAAQOQQ7AIDIiW6VDtpVH9rEYjG5rqtisSwqegAAQNQQ7AAAIsWy/GqdZjxvOIFPP/ICMojFMYzG4IalWwAAICoIdgAAkVBdejV/Q2FP1a2yB6u3AcGoNE3uJ3r0AACAqCDYAQCEXv3SK+be6ET7QY8hw7BE0AMAAIKCYAcAEFrRbpA8H0+9rgJCo9ZBj+R51S3WjemKHoIeAAAwPAQ7AIBQokEyBql50ONJqjQJekxVq3sAAAD6jWAHABA68zVIno/nRWOpVlQeR5gR9AAAgKAg2AEAhEZ7DZKBwWsV9HieMx3CGZod9DT7OQAAgMUi2AEAhEJ9lU7nc2F602AwZgIb/9/GoGfmewQ9AACgWwQ7AIBAG90GyYiS1kFPRYZRqbudVdtenYbMAACgHQQ7AIDA6nWD5Oj0pqHyKOyaL93SnKBHsmSaBD0AAKA1gh0AQCDZfEK1FJ2AClXNAhs/7KnIdeuDHrNu+RZBDwAAINgBAAQM25gDvuZVPa4kt66BOEEPAACjjmAHABAYnW5jvjhMfBFOBD0AAKAZgh0AwNANrkGyxxImRAZBDwAAkAh2AABDZpp+qDMzEe2fQfwOYFgIegAAGE0EOwCAoaiv0iFwWRzP85iQY0EEPQAAjAaCHQDAwNEgGRi89oIeYzrosUTQAwBAOHBZDQAYKMsaxVCHyTGCxzCqwY3/n+f5YY/nVeS6JaXTtiqVoly3LM9zp4MgAAAQNFTsAAAGYnANklvzvLlVCxgNPO8Lmz1GmUxKk5NZSRV5XqV6q7qlWybjCgBAABDsAAD6bpANkuc39AMAQqU+uPErdjwR9AAAECwEOwCAvqFBcn/4lUfDPgqMmuY9ejx5njN9PvpLuuqDnmY/BwAAeotgBwDQFzRI7idP9O1BPxnGwmHsTGDj/9sY9Bh1t7MIegAA6COCHQBAz1lWMCtKqHQZTWwP3wlDi1262DzokTyvIsOo1N2uGvRUK3x4bgAA6AbBDgCgZ6pLr1h2BaBZYFPddas+6JEsmSZBDwAAnSLYAQD0RP3Sq+DOy4a3hKmdpS1A1DXv01OR69YHPWZdnx6CHgAAFkKwAwDoShC2MQ+6Xs9LWVKGqGge9LiS3LoglKAHAID5EOwAADpGg2QAvUTQAwDA4hHsAAA6EtQGyfOJTqULu2JhNBD0AACwMIIdAMCi0CAZiL6g9oQi6AEAYC6CHQBA28LRIHk0MP7AYoIeQ4ZhiaAHABBFBDsAgAVFp0FyNJYwBbGSAlETztdJ66BH8rzqzlvGdEUPQQ8AIBoIdgAA84pSg+To9NgBBiH8CWLzoMffYn1u0GOqWt0DAECYEOwAAFqy+ZQAECEEPQCAKOKSHQAwR3SWXgVFryeG0VhSBgzb/EGPI/91RtADAAg2gh0AQIMwbmM+iniO0E+jen41hjZGLejxPKfue41Bz9yfAwBgsAh2AACSRqdKJwoTMJonYxA4z9QQ5khqEfRIhmER9AAAhoZgBwAQqQbJC/GYrQLoUPOgx99xyzD8Hj2WZUkyp4Ox6lIugh4AQP8Q7ADAiKNBMgB0pllgk0ol5HlSNpur+6pZt3yLoAcA0FtczgPAiBqlKp1oYmIIBJOh+gbnflWPK8mtW95G0AMA6B2CHQAYQTRIHizDMGSapioVt0f36PH8oc+q4QQWyzAk163//8123iLoAQD0DsEOAIyQUWmQPB/P88dhUK12YjFb6XRCkuS6nkqlcu0/1+0s6KFNEBBkhvzgpsV3CXoAAD1GsAMAI8Ky/KVXhALSoKoR0umEbNvW5GROhUJBlmUpHo8pmYxrfDzTs6AHQHgR9AAAukWwAwARV63SWbZsTM8/PzXswwmA/gc6lmUqk0nKcVxNTGRrO+c4TkWOU1EuV5Ak2TZBD4JpkFVtUdPt2BH0AAAWi2AHACKMBsmDl0j4QU0uV1S57Mx7W4IeIIp6G7K0H/QYMgxLBD0AMHoIdgAgomY3SB50b5lRYxiG0umkTNPQ5GROrrv4gV446HFVKpWnGzFXev0QAPRM/95oWwc9kudV3xeM6Yoegh4AGAUEOwAQMdWlV3MDnOr2u6Od7PQj4LJtS5lMUsViWdlsqWf32yroSaViSiTiSiTisyp6Rvu5BYJg0BlBtW3kAAAgAElEQVRK86DHk1RpEvSYqlb3AACig2AHACKkfukV1+2DkUzGlUjElM0W5Dj9raKpBj3+kgtDhUJxuqInofHxsVpFD0EPMFzDrIwk6AGA0UOwAwAR0M425izFqtd95ZJpGspkUvI8TxMTuVqD5EFqvXSLoAfdYqLfuWBVRrYKejzPmf4DgKHZQU+znwMABBfBDgCEHA2SF6v7CVcsZiudTqhQKKlYLC94e9MczASpddCT1Pj4mCqVxqBnGGEUwoTzoxNBD9BnAhv/38agZ+Z7BD0AEB4EOwAQYrMbJM+PHjvSTOVSp9LppGzb1NRUXpVKe7tU+b/T6FmQ4nnthXnNg564Uqmkli4l6EFrQQ8n0Dutg56KDKNSdzuLoAcAAopgBwBCqHWD5Na6DTRGnWWZymRSchxHExO5YR+OOlkq4wc9eeVyeUmSbdvTzZijH/Rw7gPtab50S3OCHsmSaZqaWcrFiwwAhoVgBwBChgbJg5dI+FuO53JFlcvOsA9Hvaq6chxHjuPMCXrS6WgFPSE9bIRWtCojmwU2/ntBRa5bH/SYdcu3CHoAYJAIdgAgJNppkIzeMgxDmUxShmFocjIX+ebDs4OeWCyaQQ/QT6OwjK15VY8rya177AQ9ADAoBDsAEAK9aJDseR4X1pJmeg3Nz7YtZTJJFYtlFQql/h9WAJXLjsplR9ksQQ+A1gh6AGC4CHYAIOAW1yAZC2mn11AqlVA8biubLchxKvPfeAiG1S+JoAdYGIEFQQ8ADBrBDgAEVCcNktEd0zSUyaTkup4mJnIEEwsg6IkuJtnd4VxvRNADAP1FsAMAAVRfpdOra1t2xZpfPG4rlUqoUCipWCwP+3AW0N5yskFrP+gpqVRyBjz5Dd54BR3hBPplvqBn2bKleu65jSLoAYD2EewAQID0t0FyMMOAIEink7JtU1NTeVUq7rAPJzJaBz0pLV1qq1Kp1FX0DDroARAU9aFNIhGfruJpVtFjyDAsEfQAQCOCHQAIiF40SMbC6iuXLMtUJpOS4ziamMgN98BGQDtBT7HoBz3lMkEPwskwDM7dLjRr9D9T0SN5XrXvmTFd0UPQAwAEOwAQAPYA3o1ZilXlVy4lEjElk3HlckWVy86wD2pRovJctgp6MpmUYrGYHMepVfQQ9ADR12qr+OZBjyep0iToMVWt7gGAUUGwAwBDRJXOcCSTcUmeJidzcl3CgqDoX9DDcwyEg6F2Xq8EPQDQiGAHAIZk8NuY02PHti3FYvZ0eFAY9uFgAc2CnkQirrGxtGzbnhX0lNlBDoHQquoEC+v0M7FV0ON5zvR9Gpod9DT7OQAIK4IdABiw/jZIbi0qy3c6lUolFI/bcpxK6JZezTWaIV016KmKx2OKx2MEPX0wyu8V3Wuv6gTN9KY/0Uxg4//bGPQYdbezCHoARALBDgAMEEuvBs80DWUyKbmuq4mJrFKp5LAPCT1SDXGqWgU9TNY6QzCGQevXS7V50OM3YjaMSt3tqkFPtcKH9w4A4UCwAwADMKwqnVEXj9tKpRLK50sNAUDYjXr1VSutgp5EIi7LMhWL2XXbq0fnfOgPTrBOsRSrO4MYu+ZLt+YGPZIl0yToARB8BDsA0GdBqdJptoVslGUySVmWqcnJvFzXrfvOsJYxsTxj0KoBjuu6sixLxWKp5dItgp5mOF8xWMPaKr7ZZ6N/HBW5bn3QY9b16SHoARAcBDsA0EeDb5AMyzKVyaTkOI4mJnLDPhwESH2AYxhSLNa6Rw9BDzpHiBsFzat6XEluXVURQQ+AYCDYAYA+YOnVcCQScSWTMeVyxZYNkqOzjCkSD2JoPI+gB/3BUqzO+cFIMAePoAdAkBHsAECPmaYf6gTtwt7zgrEkrB8Mw1Am4zdFnpjIDaWUf7Ci/vgGj6AHCIawvH0T9AAIEoIdAOiR+iqdYF6Yeqpu6Roltm0pk0mqWCyrUCgN+3AGIjpVR8E1N+gxFIvZDUFPuTwT8rSqEAPQvjAHHwQ9AIaJYAcAeiAoDZJHTSqVUCxma2qqoEqlsvAP1HAxjcXxPK9l0LNkSUa2balcdiIT9LCcqHPDagAcFVEZO4IeAINEsAMAXQpLg+QoVXmYpqlMJinXdTU5mV3UBNTfHax/x4bRMGpBDzAIUQ4U2wt6jOmgxxJBD4DFINgBgA5Vl15F9SI0qOLxmFKpuPL5Uqj6nHB9Hm3Ngp543A96xsczsqywBT2csBiG4DZP7rXmQY+/xbrnVStQCXoAtIdgBwA6UL/0KjzXWZ7CPFkzDCmdTso0TU1O5uW67rAPaai4wA82z/NULJZVLIY56BmNCXav8drsXJQrdhayuKDHlL+Mi3MNgI9gBwAWIczbmId5KZZlmcpkUiqXHWWzuWEfztBFpQfFKGke9MSmg54xWZYZgqAH7eD12Y3RqdhZCEEPgMUg2AGANtEgeTiSybgSiZhyuSKTXUSGH/SUVCz6O7kR9ADh/ePDILQKejzPmR43Q7ODnmY/ByCaCHYAoA1haZAcJYZhKJNJSpImJnI9+yu450mmyZOJYAla0MP7XWdGeSlRbxiMX5tmAhv/32rQk0rZsm1bk5PZ6dtZBD3ACCDYAYB5RKlBsr8bVDgu6GIxS+l0UsViWYVCqcf3Hu5eQxgNQQh6ovC+N3gsJeqGH4wxfp2ofr5Xt06vDqPnVWQYlbrbWbXb0JAZiA6CHQBoIZwNksMvlUooFrM1NZVXpTLaDZJbCXO/JHQmCEEPgOAzDKPlH3I8z5sT9EiWTJOgBwg7gh0AmCXMDZLDzDRNZTJJua6rycks1QLzoupo1LUT9JRKM0GP4xD0DAJz4u5UQwl0br5gpnmfnopctz7oMev69BD0AGFBsAMAdaLcINmv8gjmBVo8HlMqFVc+X1KpVO7r7xpetUswxx7RMF/Qs3QpQc8gkUtg2NoNx5oHPa4kt+48JugBwoBgBwCm2ZF/RwzebMMwpHQ6KdM0NTmZl+uy9ArohdlBj2kaisVaBT0lOU5l1j3QK6YzjFs3qNjpnmEYHX+WEvQA4RX5aQwALISlV8NhWZYymaTKZUfZbG6Av3k4y5i49h2uUR9/120d9CxbtkSmadaqefpdNRdlo36eYfh6eQ4S9ADhQbADYKSN0jbmQWq4m0zGlUjElMsVVC7PrhTAQoL0XIYBBQBz1Qc9k5N+0FNdupVOJ2VZlioVV+l0ZXrpFq/TdnG+dc4wJAo3u9W/qieCHiC4CHYAjKTRrdIZ7gWWYRjKZJKSpImJHCX3QEC4rqdCoaRCwa/oyWRSisVism2rtlyyvqKHoKcVJrHdMeQHBeiUv2X8oH5Xu0GPIcOwRNAD9A/BDoCRE+UGyfMbbogSi9lKpxMqFMq15SDDEI1qF3bFQn95nqdKpaLJyaykuRU9BD3zIbDu1CBDiagaZp+i1kGP5HnV9whjuqKHoAfoJYIdACMl+g2SWxtmoJFKJRSL2ZqayqtS4a+xQNjMrugxTVPxuD0d9KRkmgZBjwgmukfz6e4FJyhpHvT4W6zPDXpMVat7ACzeCE9xAIyS0a3SGS7TNDU2llSl4mpiIjvswwHQI67r1gU92emgJ0bQg64QjHXPH8NgDiJBD9A/BDsAIm+UGiQvbHADEY/HlErFlc8XVSo5A/u9Cwv/MqZoLCdDlPhBT1GFQlGSRjjooeKkO7yxdStMW8bPH/Q48s8Hgh6gHQQ7ACKLKp1GnucNJAwwDNV6cExO5uS6wbrAJBQB2tHdi2ShoMcwDJXLfshTLJZVqUQj6KHipDtBrjZB/zWGNkYt6PE8p+57jUHP3J8DRhPBDoBIMk0pk4nL81TrCYH+s21LmUxSpZKjbDY37MMB0JXeTbDbCXrqK3qiEvQAgxamip2F1Ic5kloEPZJhWAQ9GHkEOwAipX4b84hc14RGMhlXIhFTNluI8DKLoAj/cjIEW78rT+YLejIZgp5RFaVQYliiXDXWPOjxd9wyjPr3CEumaWpmKRefl4g+gh0AkTF76ZXn+Vv0YkY/Lm5M01Amk5TnSRMTOS7KASza7KDHsmaCnrGxlKRwBD0EExg2/3N+NM7BZtc0/uuvItcl6MFoIdgBEAnNGyRT1TBbryccsZitdDqhQqGkYrHc0/vup7Bf09EnqBMMWJhUKq7y+aLy+YWCntJ00OMO94DREwRjvWBEtmKnHc0bMs8Oesy6Pj0EPYgGgh0AoVZdetXsIobJb3+l0wnZtq2pqXyoJlX+RR4nxmgZ4VlORMwf9KQlaVZFT3jek4BeogF1o+ZBjyvJrbt2JOhB+BHsAAgt05wJdZp/BjOBb6bb9feWZSqTScpxXE1MZHt3YADQpqAGPVHubzIIjF/3RmkpVicIehBVBDsAQmcxDZL5LG40U63S2UVfIhFTMhlXPl9UqeT09NiijnMR6J/gBD1MqrvD+PUC4Vj7WgU9y5ePaXIyJ8dxRNCDMCDYARAqsxskz4cLm94xDEPpdEKmaWpyMifXZXAXr5cXglSjob/CPnEJTtCDxaBiB8NWfe8zTf8viP75SEUPgo9gB0BoNG+QPB8mv80s9sLZti1lMkmVSo6y2Vz/DmxAotB7KQqPAcEXpT4dgwp6CCa6RcVONzj/eqc6lu0v3TJkGJYIejAsBDsAAm++BsnzYfI712LHMJmMK5GIKZstyHGCub0wACxW86Anrng8rrGxjCSvw6CHYKIbBBPd4vzrlVY7tLUOeiTPq14nGdMVPQQ9GByCHQCBVr/0is/FXmivx45pGspkUvI8TxMTuUj95Z5KLgCz+UFPQfl8QZJkWdZ0Rc9M0FMszgQ9rsvSrf4gmOiGH0YM+yiioVWw0+x29fyf8bdYnxv0mKpW9wC9RrADIJDqGyR3yvM8PjybWGhIYjFb6XRChUJJxWJ5MAcFAAFSqVSUz1fmBD2JRFxLlmTkeY0VPdWgh4+c7lCx0x22Ou+lzkJGgh4MC8EOgMBZTINkLM5C13vpdEK2bWtqKh/pZqJRuIbiQhAYnHaDHqpNMFxUPPVKr0LGVkGP5znT1yKGZgc9zX4OWAjBDoBAWXyD5NbosdM+yzKVySTlOK4mJrLDPpy+4o+ZALo1O+ixbT/oSaWSsm1LsVisaUUP5tfu8hc0R8VT8M0ENv6/jUHPzPcIerBYBDsAAqHTBsnzo5fKXHOXpyUSMSWTceXzRZVKzpCOC4vF5Af9xARxcRynUmswb1mW8vmC4nH/vXV8PCPXbb50C+glgrHeGOQ4tg56KjKMSt3tLIIezItgB8DQ1Vfp9Ppzis+9RvXXKYZhKJ1OyjQNTU7m5LpcDAKYwfywc9WgJ5drrOgh6Jkfk1UEwTADsuZLtzQn6JEsmaapmaVcvHZGHcEOgKHpRYPk+TApac22LWUySZVKZWWzpWEfzoBRyQUsjF4dvbRw0OPOCnpGc+ypNukOFTu9EaSKxWaBjf8cV+S69UGPWbd8i6BnFBHsABiKwTRIZgLfTCIRk21bymYLtaUDo4TeS0C7AjKzCRF/MrXwuLUOehIaHx8byaCHrbq7xxj2RtADsuZVPa4kt+7590Me27ZFQeBoINgBMHD2gN55mMA3Mk1DlmXKdT1NTOQCfdGChfnnd7AvPoFR1MlLkqCnKqqPa5AYw26F7bN1vqBnxYpleu65rCqV4T2e++67R6tWba6XvGQ7JZPJoR1H1BHsABiYfi+9QmuxmK10OiHX9VQolEJ1wYJWeA6BqBrFoCdIy1/CKmyBBPqjGvQYhhGIKq7LLrtYO+64k3bd9R+1xx57aautttH4+PhwDyqCCHYADEQvtzHH4qTT/va7U1N5JZNxngcA6JN+9bVYKOipVGaCnnI5rEEPfZ26RTjWG9ELyIb7WLbf/u/0lrecojvuuE23336rXvnKXbV69RrtvPMuSqczQz22KCHYAdBXVOkMj2WZymRSchxHExNZSVzwVdFUcPTwlGNQBjEhbB70xJVKJbV0aWPQUyqVQzFJJZToXrs9njC/qAQ7plm/lfpwH88ee+ylPfbYS88996y+9rWb9ZGPfFArVmyi17/+EB199JuGemxR0ffWpQBGl2kGI9QZxQldIhHT2FhK+XxRuVyx7js0lJbYeQVYCJPscPFDnryef35C69c/q40bp1SpuEqlktp00+XaZJNlWrIko0QiHuBge/iTzyjgddu9qAQ71eu9YT6WUqmkyckJSVKlUtHy5St0yilv19e+9m295S0n60c/enhoxxY1VOwA6ItBNUheiP9hNjoXi4ZhKJNJyjAMTU7mmpbjB/aaPvJ6O/DV5uCRuPYE0FOO48hxHOVyeUmSbduKx2OBrujh/ax70Qkkhisq52K1YmeYj8XzXO2++16SJGv6r72u68owDO277/7ad9/9h3dwEROQqReAqBjMNuZoxrYtZTJJFYtlFQqlpreJwoUK6o1OaIlBIwHuhGEYgexvMzvoicX8oCedDm7Qg8ULbjVWuEQlIPMDquE+jkQiqbPOOrfhayYThb4g2AHQM0FskDwqVQ2pVELxuK1stiDHqQz7cDAQET+peyjqr//+YeA6E/xxK5cdlcuOstngBD1RmUwPG2PYvaici0F5HK7r1sIcx3E0OTmh5ctXDPmoooe4DEDXDMNfehW0UMcX7Z4ypmloyZK0TNPUxESujVDH4y96mgn8AACqhTzPPef36JmYmJLrukqnw9SjB0GZyIddVMYxKI/DNM3acfzxj3/Q2WefLskPfNA7VOwA6Eq1QXIAPjeaivIEPh63lUolVCiUVCyW2/qZoD5PgxeN3ktRPbeBsIpKhegwKnqCMgkNs6icf+gN/zU17KNolMvl6nr/BOzgQo5gB0BH6rcx53158NLppGzb1NRUXpUKf/EYRbzu0E+Ehp0Kf2DcTPtBT0mlksOEbWiief4Nmt8rK/zXVkEMS/P5nOLxxLAPI5IIdgAsWpgaJHtetJYeWZapTCYlx3E0MZHr6D4iNBwA+ihg8wEESOugJ6WlS21VKpW6ip72gp4gVheEDRU7vRHEQKQTQXoc1evxbDarRCI57MOJJIIdAIsSxAbJoyKRiCmZjCuXK6pcdjq6D/+DNSSpXJ8N4wK4t78z2v2jgDAa1Yl1u0FPsVhWuTxf0DOCg9dDQZrIh1lUXsdBfByFQl6pFMFOPxDsAGhLdelV0D4g2hH2IMowDGUySRmGocnJXCC30g2bYZzHYT8PAaBdrYKeTCalWCwmx3FqFT3VoCeIk9Dw4YOmF6ISkAXpcVSPY+PG52XbdsPX0BsEOwAWVL/0KmyTU/9DI2QHXce2LWUySRWLZRUKpWEfDgIkyo3BgfCix0kz7QQ9ruvKMIxATUbDxg/HGLtuReUcDNLjqLZFSKfT2nLLrRu+ht4g2AHQUn2DZAxeKpVQPG4rmy20sY15ewgDqqKxKxbQP7w+OkHVSXuaBT2ZTEq2bWvTTVfMqugpM6ZtCtJEPsyiMo5BCk7M6b8QH3nk0bWvWUwyeopgB0BTYWqQPJ8wBhmmaSiTScl1XU1MZHt8QRvuCiYAQPSUy46KxXLtcy8ejykej2lsLC3btgl6MFBRCWj93b2C80D+8pcn9eijv9EOO/y9tt56GxWLRcXj8UAFUGEWgWkbgF6zrGiEOr5wBRnxuK0lS9IqlcrKZguRuLAIojAGfsAg8froFAPXqfrJdKlU1tRUTs8+u1Hr1/9NU1P+LpBjY2ltuukmWrFiqcbG0orHY5yrdaJSaTJ80ahYDMJOc9Xz8ZFHfqnPfOZTuuyyi/XrX/9KknTNNVfp3nvvGebhRQoVOwBqwtwguZUwTeDT6aRs29TkZF6u6/bld4RpPLCQcIWWCJ8ofRYMCj1OutH6/axarVM1X0VP/e1GTVQqTYYtKgFZEB6H67qyLEu33PJVHXHEG7TNNi+U48zs7FoqFYd4dNFCsANAUrgbJIedZZnKZFJyHEcTE7lhHw5CgpAOQJQsJhQj6GnOX9IS/kBi2IIQiPRCECp2qlzX1djYmHK5rJYsGZcklUolpdOZIR9ZdBDsACMu6g2S/S1Ugzv7TSTiSiZjyuWKKpedhX+ga1R5DA/jDgD9UB/gGIYUi41q0BONQGLYolL5FISAqnoN/sIXvkhPPPG4/vCH32uXXV6hxx//s3K5rFasWDHU44sSgh1ghEWlQXIYGYahTCYpSZqYyA3sg5cqD98wAr9YzJZp+hOQIDUzBNA7Qf5DQtD1ahLqeaMb9EQlkBi2IAQivRCE86G6G9aJJ56s66//mJ544nHddNMNeuqpJ/Xud5+tnXd++XAPMEIIdoARZVmjM8EP2uO0bUuZTFLFYlmFQmnYh4MBSKcTsm1L5bKl8fExVSpuw6QiCheQAHy8noNllIIelmKhXpACqng8rnPPvUBPPvmEnnlmg1760h1lWUQRvcRoAiMmig2S5+NXZgSnLCmVSigWszU1VVClUhn24aDPTNNUJpOU67rauDGrcrkkz/Ord+LxmNLppJYuHZPjVCIxqQi2gCW8gcd4YbAGtTXz3KDHqL0n1wc9xWJpenv1QSyT7p1Rub7rlyCFId0KUo+dqq222lpbbbW1JOmUU07UZZddqW22edFwDyoiCHaAEVJfpRO0Kpaoq5/gT05mh/ZBG/SeQ1ESj9tKpRLK50tzwppy2VG57CibzUvyg55EIr6oSQXP5WIE7Mo2NBi3xQrC0odwG/zgeZ7XMuhZsiQj27ZVLs8E72ELerA4UXoNB+Ea4etfv1mlUknJZErJZFKJREKxWFwrV67U888/p0QiOexDjAyCHWAERL1B8nyC0FNmvgk+oqm69GpqKq9KZeGt66tBj9S4TGB8PCPLslQu+8sEisVywzahQL9EaXIzWCyF6VRQzrmwBj1BGb/wi8ZruBrqDLv66KMfvVo77/xyJZNJ5fN5lctllct+G4ING9YrlUoP9fiihGAHiDgaJA9vFyjDkNLppEzT1ORkXq678AQfg+EHfr0/L0zT1NhYUo7jdrx1ff0ygakp/zirW/kuXTomyzJVKpVlmqYsa6Rf3AAiJZgT6lZBTyIxN3wfbtATzPELm6gsxZoJdoZ7HDvv/HJdccVVWrly0znfO+aYIxSPx4dwVNFEsANEmM0rfGgVO5ZlKpNJTS+36WyC3w9BqGAKht5f6cxUZhVVKvXuwt7zPBWLJRWL/l+4TNOo/eV4bCytsbHM9ITCrwhrp0IIQH/w/tq5sFScNAt64nG7aZXlIIOeqAQSwxaW8zAsTjvtTBWLxTl/3DRNU2vWHKxkkqVYvcK0D4ggqnSGK5mMK5GIKZcrBqZEe8bwKpiiLJ1OyrYHU5nlup4KhZJSqaSy2bwqlUqtomdszC9pLhZnlglQKQYMFpPCToWz4sQP3/2lslJ90BPX+LhfZTmIoIdAojeiEpAFZSnWy162c8vvnXrqOwZ4JNFHsANEzChtY96OQTaYNQxDmYz/l4eJidzQP0zRf71YetWpavVVpeIqny8qny9KkizLUjweUzIZ1/h4Rq7r1vrzsLU60G/hDCeCICrBRPOgp9o3rZ9BD+deL0Qn2PH/jcBDQZsIdoCIGOUGyUEQi1lKp5MqFssqFErDPpyWWIrl68U49GvpVfuaV19VKhXl8xXl8wVJkm1bisfjSqX8rdUrFbdu6ZYTiQtYICh4f+1GNAdv9nLafgU9UQnGhi06wU40HgfaR7ADRIBtG0ok7Npfh9Co3xfaqVRCsZjd9g5ICL9BLr3qluNU5Dh55XIzW6vH4zGl0yktXRqT48xMKNi1DVVB2CY3rJhLdcYPJqI/eP0KepjI90ZUAjLOh9FDsAOEWLVKx7JMxeMxgp0m/A+1/kxQTNNUJpOU67qanMyG5EKAHjszFj8Ow1x61SvVrdWzWT/oqe/PY9tB2d0FQcCkoBO8v2JxehX0EMb2RlQCEf9xDPsoMEgEO0BINTZI5p170OLxmFKpuPL5UqiqHFiKVbX418zwl171R/PdXWaafpZKTm3pluNUhny0QBjwmdyJqEyou9VO0DPzvlyW4zgNP4tuRaNXEa+n0UOwA4TQ7AbJTNZb6/XYGIa/DMc0w7EMB60t5rwI4tKrfrzuWzX9TCRiSqeXyDTNhkbMlQpBD1AvKss4EBzzBT1Ll84EPf5nExeD3YpKpQvBzugh2AFCpHWDZJbXtNa7sbEsS5lMcnoZSziX4UiUa0vtT7yisPSqG7MnFKZp1i3dSkmaqfgpFoO9tTqnPRBsTETb0yroSaeTisUsbbbZCiotuxCVXk+mGY2ACu0j2AFCwjT9UKfZmzQVO631amySybgSiZhyuYLK5XBfJEXhgmUQZpbb9WbplWn2+kU6+EDXdV0VCkUVCtWt1atBT1xjYxl5nle341ZZrhuMc41THoMTjWUcCI9q0GMYRq3nXyxWrehZMl3RU65buhXua5h+i0rAGJWACu0j2AECrr5Kp/X7MxU7/WIYhjKZpCRpYiLHh+SI6MfSKz9kjMYFY1Wl4iqfLyqf94Mef2v1mJLJhMbH67dW9/+L0mMHmmEpVucYu+5Ux891Z1dazizdqi4lJ+hprRqQhV3UrjewMIIdIMAaGyS3RsVOa57ndbz0KBazlU4nVCyWVSiUenxkGL6554VlmcpkUnIcJxRLr4L2uve3Vq8olytIkmzbnu7Pk9TSpWOqVCq1/jzlcplJXIAF7dzCKKDaqRutJvKu66lQKNWuYwh65heVgJFl96OHYAcIqNkNkhfCG3hvpVIJxWK2pqbyqlTC/5ebetUgMAoXLp3yA7/Gr/V66VW/heH5cxxHjjOztXosZtdtrW7LcZzp/jwltlYPoDCcY0HDZ3HnRv1zqXvtnXsEPfOLSqVLVB4H2kewAwRMdenVYt+LefNubTEX2tVmuZWKq4mJbB+PapiqS/c4Z6oyGXY6G4Ry2ZluPu4HPdXJxJIlGdm2pXJ5Zgtfgp5h4z2iE3wWd4Nzrhud9lSZGxFCdRQAACAASURBVPSYisftkQ16ohKI+EvKhn0UGCSCHSBA6pdeLfaPflRhtNbuB3TYKjbQvfqlV5OTwV96FTXViYLUuIXv+PgYDT+BEcM1THd6FUj4TfJnBz3Vip6UTNOI+HtzNAJG/3wg2RklBDtAALTexnwxqMLolGGo9lepyclcYHby6RdCQJ9lmUokUsrliiGtDolW0/S5W6sbDZMJw6ifTJQit0QSQHTez6Jk9m6IUQ96onJ9FJXKI7SPYAcYsnYbJC+EyXpr8+1GZNuWMpmkSiVH2SwVG6MiFrNlmkbog7wot/NoXB6QlWmaSiRi0z16UpI03Z+nPL21OkEPhovP4O6wPXN3BrWb00JBj2EYKpfLtffnSiVcQU9UAhHej0YPwQ4wRIttkDw/KnZaaz4myWRciURM2Wwh9H9hWpzRPVeqS69c11WpVAl1qDNqF2yu27i1umWZisfjSiTiGh/PyHU9lUqlWtAThQtzhM1ovq8iGIY1kW8n6Kmv6Al60BOdYMcYueuEUUewAwxBpw2S58OW563NrmYyTUOZTFKeJ01M5CLxAb4Yo3quJBIxJZNx5XJFmaYhsxelchiaSsVVPl9QPl/dWt2a7pNV3VrdbejhAwDRFoxgcb6gJ5MJftATpWAnCOcDBodgBxiwbhokL2wEZ+uLFIvZSqcTKhTKtV4eiL6ZXa/8pVeJRGzYh4Qec5yKHKeiXM4Peqpbq6fTScXjMXmep7GxNGFPmyjjXzzGDMMU1PNvdtBjWaZisfpltcEKeoI6josVlYAK7SPYAQakNw2SW/M8bySrMNrjyTAMpdNx2batqak8jVdHJASsLr3yt9iOYg+l0XgeO1G/tXoiEVcmk5QkjY2l2VodfcJfyDvFJLR7YRnDSsVVpdIY9FQreuYGPYNvlB+WcVwIS7FGD8EOMAC9apC8EIKd5jxP01taVzQxkR324QzdqISA9UuvZk/co7EcbTSex15xXU9TU364ZxiGYjFbicTM1urlsjPdn6c0Yj23WuHkAsIlnMGiv6x2dv+0uY3yZyp6+hv0EOwgrAh2gD6zB/Qq8z+EuBCfLZGIybLMut11MApmL72KIi7YOud5Xt2SrJwMY2Zr9WXLlsg0zdr3w7irS+9wki0GQWvnorL8ZZiiMobzBz1pSYMNesLImH4zikJAhfYR7AB90u+lV7NFowKhdwxDSqf9yX219wair/2lVwShmOF5norFkorFkiYn/Qbr8Xh81q4uJSYSWBDzqE6Fs9okSKJSaTIbQc/iVecDETwdMA+CHaAPeruNebuYqFbZtqVMJqlSyZ/cV0t54fNDwOidK/MtvQIWw3W9Oc0+ZyYSmYaKn1KpFNmqMCwW4USnolJtMkwR/Fhvqp9BT9TCsSg9FiyMYAfooUFX6dSjYseXTMaVSMSUzRZqVTp+TxkGZ0a0Pujrq7PaXXrF6wWLMXciYdWCxPHxjFzXne7P4/8XhYtpXh+LRzjRDUKx7kUrlGhXL4OeqAQ7XPOOJoIdoEcG1SB5fqP7Rm6ahjKZlDzP08RELhIfzFhY+Ha96u3khYu34ahUKsrlZrZWt21L8Xhc6XRSS5eOqVJxVSqVVCyWVS6XQzvZD+txI3wIxbpHs1xf66AnrrGxjCSvZdATlfNwpsfOkA8EA0WwA/TAoBokz2dUdjpqJhazlU4nVCj4E6nZqM5oFJXxGPWlV1SiBYffxyuvXC4vyX9PisdjymRSisXG5ThOw0QCwGy8l3XL/zhgJj9bs4rL2UFPteLSdd1I/GEwKpVHWJwATEeB8ApGlc5oS6cTsm1bU1P5BdZRc9HYKLzj0cnSK2CQymVnuorMD3rqlwXYtqVyeSboGcVQMqr8oJX3o074lRKMXXeYzLejUqkon68on/crLqtBTyLhL+U3DEPj42O192jXDV8zZoKd0USwA3RoOA2SW/M8T+YIpUz+EpykHMfVxER2gVuPbjVTc+H9sO/d0iuajWNw6it1/K3VbcXjcY2Pj8myTJVKTm3XLXbwCzfmUhiWqCwjGrT6oMcP4P1rjEQiriVLZjfLD0fQw7K80USwAyzSMBskzycqy2vaUV2Ck88XVSot/NduPtwahfVc6eXSq7COAcLP31q9XFs26gc9MSUSsVolWqlUnl4aUBri1r1Un2BwqDDoHmPYG54n5fOFORU9M83ygx/0cC6MJoIdYBFM0w91gvleGf0KBMMwpic+RgdLcKI9NlHG0qvmPI+loIsTzPcAP+gpqVgsSZJM06wFPWNjKUkzFT/FYjAnEfDR8woIt2aByOylW36z/GAHPSxtHE0EO0Ab6qt0gvo+GfUKBNu2lMkkVSqVlc2WFvWzo9xYurVwDEj4dr0atHA8j2if67oqFIoqFJrv6OIvCyjVTSL686HEe2ZnmEx1hgoDBEE756HfLH/2rojBCnoImUcTwQ6wABokD18y6Te0y2YL9J/ogbAEXVHc9aq3484kaBTM3tFlZhKR0Ph4dWv1mUlELyfHzLOBcKCnSm900qeovaCn/2F8PYLS0USwA8wjaA2S5xPFrY9N01Amk5LneZqYyHX8IeUvWYnW2ESZv/Qq1eGSu/b4FW6cE6MkkbBl27YcJ9wh4exJRHVr9XQ6qaVLx+Q4FbZWR+gQTPQCA9itXgQirYMeP4x3XXdWRU/vnzeCndFEsAM0UV16xXvi8MRittLphAqFUq3JaOei338oKhqXXhX7+Jt4cY8W//mOxazQBzuzzd5aPRazlUjEp7dW94OsYrHE1uoDQDjRLQavU0zke6Mf4ziMoIf3otFEsAPMUr/0Kkx/0I9SxU46nZRtW5qayvdkR5io9x9arKBWMM0svSqoXGbJ3UI4rxfHMEzZdgC3NOyxatAj+edHLBZTPB7T+HhGlmWpXHZqjZijFnIFA7OpTrBVd3cYv94YREA2iKDHNAn6RhHBDjAtqNuYj5JqtYbjOJqYyPbwnqnYaRSs8TAMQ5lMUoZhdLXkDmjFnE7rrRF7k/e8mR21pqZmtlaPx2NaunRMlmU2TCDoYYbhMUQo1g3GrxcMQxp0r+OFgp76PmrlcntBj2EYA38cGD6CHUDRaJAc9oqdfjfKDfHQRJplWRobS6pUcmrNYQcl/OdEsAK6IKs+15Y52hUqc7dWN2o7bqXTKRmGMT2BKIlza/GomugcY9cdxq9XDEnDTUSaBz1xpVJ+H7V2Gub7lUckO6OGYAcjL0wNkucT1mUZ9dUa/WyUixlBOVcSibiSyeHsdsY5MVqqFTumURrykQSL63oqFEoqFPxxmdlaPSbDkFauXKZicbjb9oYLVROdY+y6QY+d3gjiOPpBT165nN9HbXbQ86c//VnXXnutdtjh77TLLi/XtttuNx30BetxoP8IdjCyaJA8fLZtKZNJqlgs1yYW/UFlQ6Phjkcwll5xTowS/2K9IiPklZn9Vr+1ejKZ0LPPTszattet9efp9dbqGG1UnHQnzBXbQRLEYGe22UGPZGl8fFz/n723D5Ynu8v7nnP6bd7uvT/tLnrbDRKgF15MxEorgTBJGZCAJHawQQrluKjYValQFCUnNpUYY5uY2I5tFe+FqYRguUIFgiNX2SFgQxVVwQWYBCQtIN5k44BBCMFqV7t37rz068kfZ3qmZ6bn3pnunuk+p59P1ZZ07+/+7q+75/TpPs/5Ps/3n//zH8P3fu/3YDKZ4JlnnsHnfd6b8cf+2NN4/evfcLIN+V3v+lPwfR++HwAAvv7r34PP//y3N3wmpGko7JBeYmpA8n2YZsUaDn34/mWqNbpSoUI2Yl4UxVgs+lg90dxA5Lg+HiEkkP4BhLwBwByZY0nTFItFisXiIUtAhChKOr8gOjcUJ0ib9P3+awIT7+HRaIT3vOe/AQA8//zz+PCHfwW//usfxj/7Z/8U3/Vd34HJZII3velpPP30W/DmNz+Dz/iM1x8l9Pztv/338emf/rpzHz5pEAo7pFcwILl9pBQYj4fIMsWg3JZoSxAYDHwEQTvWK9JvpBRA+v8BzhcCuGyWk03s7hR7ngvf9zAaDXFz4yJJ0q3sB0KOxYRKiS7D69cMpl/Hxx9/HH/iT3wx3v3ur8JsFuJjH/tDPPvsB/Hssx/Ej/7oP8X3fu93YTK5wud9nhZ6/uSf/EqMx5O2D5s0BIUd0htsCEg2Hd93MRwGWC4jhOHlXvpNq2ayjY31Cp0R89oStzgM20EIAZX+AQQSSCmZFdMQeWv12UwLPXk+z2Qyguu6iOO40M2lD8HVzIkh7cBnSzOYLuzk5Ofx+ONP4B3v+HK84x1fDgD4xCc+gWef/QCeffaD+LEf+z/x1FOfij/+x/+D0t/xrd/6NwAofO7nfh6+7uu+AVdXVxc8A1IFCjukF9gSkGwyo9EAritxd7dAmnJR1T6XuSEul6PUR5gTdCxCCCB7CchegOeNEYacg85BsVJHt1Z34fs+rq/z1urJ2rplY9WeiTaOrqDbM/O+rI4dgkTb2CXs7L8fPPHEE3jnO78C73znV9z79//BP/hf8IpXvBJRFOF7vufb8Z3f+V58y7f8rXMdLmkI1i8QqxECcHskX3axMsVxJK6vxwC09aoNUYdZJNvocXL+f2cw8DEeDzCbLSnqkFYRIgHULZD+IRynRw+FGtR9lujW6jGm0xmef/5FPPfcJ7FYLOE4Eo8eXeHlL38Mjx5dYTgcnBzsSQjZhqJiM9hyHesKVK94xSsBAL7v48/8mXfjwx/+5aYOjZwRvt0QaylW6XBR3w5BoLupzOdhy2X4rGy4JLn1CuiO9Wof88cEBcvjEYiAbAqVPQfH+cy2D6eXaKEnQhhGmE51C/qNdWsIYFPxE4amtlbnDVkVvRBt+yjMxZZKk/Yx306ZvxdUHQ+LxQJpmmIymUAphZ/6qZ/E6173hgaPkJwLCjvEOvockJwv9Np+thfbWU+nc2RZ+w9JLoAvg0nWK46J/iBEBqgpoBadq2rsK1mWYbkMsVzqMGvHyYUeH5PJGEqpQsetuBPPkYfQz9/uH2d34bWrDue1JrBBIMufcVVP44UXnsdf/+v/HbIsQ5pmeO1rPw3f+I3f1OARknNBYYdYRd8DkjdWrPYeSl1c2Bv+jG4cLQA2/xJoUtcrjol+IYQC1B2QLSAkF0DHcOnFTZpmWCxCLBZa6NGt1T0MBgGur4ut1fV/pi++yDZd2JQyGYqKzWDTOKw6Hp588in8o3/0ww0fDbkEFHaINfQpS6erDIcBfN/t4MLefNtNszT71mKG9cpWOK6PQwDZHYC5bn1OOo9urZ5iPl8CAFzXRRB4GI0GuLmZIE1ThGHecSu2ZjHWX8y3wLSJDZUmXcCG67jZuOM91Te4FCbG0/cqnSJthSdLKTAeD5FlGW5vZ517wWYWyfnoYoVWf+jYjdZhhJBQagqouT3bsT0jSRIkyaa1uue5W63VkyRZ5fNErWW62bAobAubKiUIaZONFYs3VN+gsEOMhm3M28f3XQyHAZbLCGEYt3045AiaErpMsl6VYXrWCgXLU3CBbAqoUOftEOOJ4wRxvBF68iDmq6sxXNdBHCdr21a74f3kOFhdUAe2i6+PLcKs6e82pDoUdoiR9Dkg+T4uXbEzGg3guhLT6YIvFEZRz5pG6xUxDuHpjB211K3PiXXkIg6g56hc6Lm+nsBx5FY+j4lCtO2wYqcevH71seUa2iJQkdOhsEOMg9ar9nEcifF4iCRJcHs7b/twyAWxyXrFF58+4a6FHYAi9EOYvuFbbK0OaLtwLvSMRkMIIQpCT4Q0bWZMCAFwj6MarDKoR9uNM2zAFkHElvMgp0NhhxgDq3Qe5hLWjCDwMRh4mM9D48rbbdmNqUvVcWK69Yr0EyklgBhARivWCdg0V2aZwnIZrcToGaTUrdWDwMNkMgSAVT5PvGqtXnWMCFA4rA4Xo3UQVt2z7WCHOMYOaf2Fwg4xAtcV8DyJOOZi8n7O1/3JdPuNPl47HtqXxvTP3ma4y/0weiM7z/8Kdetz8gB2z5VZlmG5DLFc6tbqjiPh+z6CwMf19RhZphBF0Vro4ZxHug4X8/WxZfOPFTv9hcIO6TyOA7iuRBD4iONF24fTac5VsWOT/YYApwiA/Oy7C1/cjkMICWBVXaiWbBBP9kjTDIvFEotF3lrdge97GA7z1urZVkbPoXuPOmt1uBitB61Y9bFlDOrzaPsoSBtQ2CGdpWi9aquNt2mc4zoNhwE8zzXefpOLXnzYHS8A2m69amNMcBq7PHq9kws7YavHQswgSVIkSYr5XAs9eWv10UgLPUmSbgk9RfiMIW3BsVcPu4Qd88+DnA6FHdJJpNSiDuel9pBSYDweIssyTKczCz4LWrGOpT/WqzbGBJWdS6PF7k3FDtU1ciqHWqtPJiO4roskSRCG0SrPyazsua7AxWg9eP3qY8s1pC2vv1DYIZ1iu0pn831W7ByHUlqQqYvvuxgOAywW0d5upKlcIljaBmi9IraxXbGzhKC4Rmqy21rd81wEgbcKZPYxGASrfJ7IymrHc8Dncz1YkVwfW64hrVj9hcIO6Qz3tTHnovxY6ocnj8cDOI7EdLqo0RmEdJ0yodR265VtcF48lmLFTgiIAw8asobj6niUUmuhR0q56qql4PseHj26Wn8v77qVppxbD8HFaB1YkVwXWyp2pJRWnAc5HQo7pBM4zkMvkufr9mQTdRZ6jiMxHg9X5ebzZg+sA7Dqa5viQ78/1qttzM9d4rx4DFKKQlesJQCnzcMxBnPvizbRO+VhGCEMI0ynevz5vr/K6BlCCIEoitZiT5pyA0VDYaIOrNKojy3CDsD5u69Q2CGtkluvHpqAuDN9LNUWenmlxnweIo6ZD9AnaL0i/WAl7KglAFbskHOy/UKTZaqktXqe0TPeqvjR1T79FHrMFtnbh7kqTWCHuGiTQEVOg8IOaY2i9YqiTTOcKoD1rVKD42yDUsBwqHeRab0iNiNEoWJHLQHBip2HsWOBc2mOESd0a/UQi0Uu9DgIAg+DgY/r6zGyLFvl89zfWt0+OObqwetXF1vERQo7/YXCDrk4xYBk0jTH2408z8Fo1J9KDf2Qo7ID6Ie+vg+dXgh6h2GntD6g58Rc2IlAKxbpEmmaYj7ftFZ3XQe+769bq6dphiiKEIYx4ji2YuFZhi2L6rbg9auPLYKILedBTofCDrko9wUkP0SekcLJ6jDHXprhMIDnubi7WzLIsWfk1iulFGazZe/vJ5OruGhRPY6tih3EoMBLzkd9oThJUiTJAvO5bq3ueS5838N4PITnXSNJki3rli0wA68efD+ujxDCCisk85b6C4UdcjEeDki+H/ODTs+PvkaHL7KUEuPxAFmWYTqd9epachG8sV7d3S0xHg96fz/1+dx7hypWJSaQUiDLOABIs5xjTo3jZNXUQAs9m3yeEVzXQRxvhB6TM/IoSpC2sUUcs+U8yOlQ2CFn59iA5IehbeJhDl8b3/cwHPpYLCKrdvmOp79WLCEEJpMhlFI9t17ZRn/H9CkIASgU5jwVrwRw3geH6LsI3mWKlTpCCPi+C9/3cX09geNIRFGy7rplSnYaxxvpArZsdrFip79Q2CFnpcmAZFZcPEzZNRICGI0GkFJiOl1YUWZahb6OnzxLabmMEYbFqgUKpaQviJ2KnQhCSAD9nAuPhQuD7qOUQhjGCMOi0OMhCLz1cz+K4nUYc3et16wwqAMrNJrBlutoy3mQ06GwQ87COQKS84wdch/bO/iOo/NUdBn3vL3DIq0wHAbw/fIspb4KXfvwItiOfm4UhB0VQspha8dD7KXtBZUWeqK1iC+lXAs9k4ke83nFTxj2t7U6IWW0ff82hS2VR+R0KOyQxqkTkEzqUVysDwY+gsDDfL5EHHd1l+5y9EkYlFJgPB4iyxRub/uVpXQKeky0fRTVoTh3HNp1VbRihRBi1NrxEHIpsizDchliucxbq8tVRo+PyWQMpdTathVFcWu5U7YsqNuC168ZbHlHpBWrv1DYIY3innFE9WlhXh1dsZPvzDFPpX9srFfRujyfkD4jhACycPMNFUJKPktI/0jTDItFiMVC3w+6tbqHwSDA9XXeWn3TcetS7w98tasHKzSaw/R35nydZPp5kGpQ2CGNcA7r1S7cnX4Y13UhhG6XulxGD/+FnmH7+Nm0sV8gTe8vsadQSvqDALbCk5cc+w/C/K0qmLZTrlurp5jPlwA2rdVHowFubiZIkrTQcSs+67mZdN26BsPgm8GGyqfNo83s8yDVoLBDalO3jfmx6MmWL+OHyBf1QgiKOiVoIcNOj2DRetW3Nvbm0eQcxjnxGPSap5ixQ2GHnBNzJ+Dd1uqe5yII/FVrdRdJkiAMo8Zbq1OYqA+f+/WxQ9jJK3Z4T/URCjukMpeo0in7N8k2UkpMJgOkaYbb2xkePZq0fUjkgniei9EooPWqAqwC7AcCgEC0ecVVCwo7D8DLQ4CN0APoMeF5Hnzfw/X1GI7jII6TdRBzktQTegxfT7eKDYJEF7DB0rZ5thl+IqQSFHZIJdoISKZ1ZB/f9zAc+lgsQkSRfqnKF6umP5yaxsZF/CnWq11svB6nY3bFCz/DY0mhCuHJihU7R8FnyOnY/OxVatNR6+5u01rd9z3c3EzgOHIrnydJjm/awIqdenA+awYbBLJNxU7LB0JagcIOOZlzBiTfh1LstpUjBDAaDSClxHQ63+lkkS9WOatvY/YivsjGepXVsF7Zcz0IuReR7XTFmnMhRM5Ef569+63Vxbrj1mg0hBBiJfJo69bDuW+XOGp7MV2Q6AK2CDumnwOpDoUdcjTttzFXAKjsuK7ueqR98PO9P2fFTjm2VDfQekXIaQhkAAo2ETWHdCyYDAjpEFmmsFxG64y/TWt1D5PJCAAQhnGhtfpG6KHQWg8u5kmOfv/nWOgrFHbIUVwqIPk+bFmY12Ew8BEEHmaz5T1lzqzYsZU61qtdeD8RW5FSQggU7pHdih1m7JDzwE2VDbut1R0nb63u4/p6jCzL1vk8ABejdeC4IzkU+foNhR1iDH3O2BFCYDweAABub+f3TtpcsJdj8vhpxnpFdjH/XqGdroybmwmEiPDCC7qFsxAKxYodgQUEhW9CLkqaplgsUiwW+r50XWeVEzhAEHhQSuHqaryybiVcnJ4EN/PqYosgos+j7aMgbUFhh5COs7HexGsv+8NwsWcL57NeURQwHfOFqTMhYkhZvFfUVsWOUktANNeq2U64UKwGr9uxJEmKJEkxny8RBD5GowGyLMNoNMTNjYskSbfCmMlhWLFTH7uEHfPPg1SDwg4xBpMrLqoyGgVw3dOsN/o6nfnADMW069Kk9WoXigJAW+IWX8LPi0ACKV0A6eprAChasZYQOL5jTx/h3FAN3tvVyHNBZrMFZrMFAGzl87iuizjeiDx5C3ai4WK+PrbcuxwL/YbCDjGGPgk7jiMxHg+QJBlub2cn//2eXKaT0A86My4MrVf24jgCacoXr3MiRAYhJgDC1TfUTsZOBCGaFUpthEOUXI79ObFYqSOEgOe5CAIf19d5a/Vk3XXrlNbqdmLGu02XsUUQsUWgItWgsENIxwgCHS64WISIotN3pUwSMMg+7Hp1OS5dtaTzJHwAOlg0DCPaDM6AEIAQDlzXRZLkc2ixK1YE2mUI6Q4PzcNKqT2hJ6/oefToClLKdRCzbq3eL6GHnZDqY4+wY8d5kGpQ2CHGYHvFjhDAaDSAlBLT6RxZVm1ipsWmHBOuyzmtV7vYfj91jdFoANeVuL2dIQxDuK7efdY2AwdxnKwXJhsx4mH4Ge6jFzkJfF8LOwLYrthBxPBkchb0/cixVYVT1qJKKYRhhDCMMJ3qTngb69YQALbyec79PG0bLubrY8s1tOU8SDUo7JCj6MKiuAvHcC5c18F4PEAUJZjN5jV/Gyt2yunudSlar6pY70h3yT/bNM1WHe30AiOOk3VOhN59duH7Pm5ucptBvvscWb8oaRoBCST/Fq77msJ3ixU7cVenAmIBXFOdTt3FaJZlWC5DLJd5a/Vc6PExmYwLFT+6SrLqxhmxF1ssTNzs6TcUdohBdHdhXofBwEcQeJjNlo34xG0WwOrQ1etC65W95J/tYhHda7fSu8/x+vPPd5+DYLP7nIs8u4sS7sztI4QDFX8YjvPv5d9Y2a9yIgufJISQnDTNsFiEWCy00JO3Vh8MAlxfT5Cm2VZFj+nzqBACWcYNgHrYUW2nx4L550GqQWGHGENXF+ZVyXfylVKrnfwmJ2KLLpTFXNJ6tYtSgJQX/Sc7yPnE4jqf7f7us7PK3iouSigEHkS4QPIbkN6XFr65k7HDKZKcAe6WV+PcFrZia3UAKyush9FogJubCdI0XefzxHFsXOWGLdUmbWKLhcmW8yDVoLBDSAucs0qD7c7L6VKmTDesVwpAv5Wdc4jFQgiMxwMAaKyjWZqmmM83ixLPc9dtgAHgscdu1kHMbAMMAB6Q/NZauBQQUFtdsWJQ2bmfrsyVpsEFVXUueemSJEGSJOvW6sU5NQ9d13bYyIg5ldlO9bFFELHlPEg1KOwQcmFGowCu206VBmmfY+05xDzyrKwwjLFcRgd+qv6COc/nmc0WeMUrHsdsNofvF9sAx+uMnr51h9EoIHsRYn2tBYDt8GTyMFwckEvRtpBYnFMBrIOYr67GW+H23RXPuZiviy1VT1rYafsoSFtQ2CFGkVddmPgAcxyJ8XiAJDlvlYZSCpIem1Lafnnskqhnm7WxbYLAx2DQXFbWsSgFRFFSyOcR69DQ8biYz6Mzemz33juOBFSo/xN5yY4A1HZ4smDFDiGdokvvdYdaq++K51EUX3S+P4QtokSbmLq22MWW8yDVoLBDjqIrc0S+GO3K8RyLzsfwsViEiKLz7/ZwwV5OWw+7blivyDkQAhiNhpBSnCEr6xi2/70sU1guo3XFkO4O42Mw8HF9PS6EhkaIosS6F0ApJaAWgFpA+/05YAAAIABJREFUwMm/i/2KHYrfpFm4oKqOEEBXs3+LrdWBonjuYTQaQghREHra6WJIK1Z9bLl/TVwjkeagsEMMIw87NWPWEkJgNBpASoHpdH6R3XL9YKKy0xW6a73iOKkbIK2r8IarEv6wuQNrEN0dZonFYjc0dIibGxdJklqVzyOlhFIzQC0BkQs7YpWrs0LFVL8J6RQCQEeVnR22xfNZaRfD3Aqruxhe5ry4mK+HLd2kbBGoSDUo7BCjMMk+kudtRFGM2exymQ4mXaNLo6/N5R56XbJe7cJxAtQJkPZ9D8Ohj/k8NEoQ2Q0NPWQxMDWfx3EkkN3pqp1DFTuKFTuEdAmTn0X7XQx1lWQQ6CrJLFOrCkk9r57j/YOL+froShfzryEzdvoNhR1iFF3qbHQfg4GPILh83gZ5iMs87aTUeUq0XtnJaDSA60pMp4uL7caei1zIububQwiBIND5PNpi0M7Ocx10xc4UAiHWrzhCbmfsIAaFHdI0tEDUwR5hYr9K0oHvexgMBri+nhTssPq/Js6bY68+ttjZKOz0Gwo7hDRInqWilGopb8Mc8asNLpHR5PsuhsMuWq9IXfL7O00z3N7O2z4cAM2OaaXK8nm8ws5zVghiPs/Oc12EEEB2C/2Cnos5JRU7gsLOffARUgU7FoZtYPN4S5IUSZJiPtdCT95afTQa4OZmgiRJt4SeanDs1cd8cXHz7m/2eZDqUNghR9GVua7LokWepbJcRusONaSLnO8FSFuvnE5ar3bp8r10SY69BN3NSgLONab1znOIxUJbDFzXQRD4ewuSMIw6Y0eTUgDqVn+holWHQLmdscOKnSPgri+5LH0Zb4daq08mI7iuiyRJTs49oxWrPjZVPdlyHuR0KOwQo+hqLoi2ZnRjQc8F+32os4wfKSUmk7yVfTcqOcjDHPvyMxwG8LxuZiVdcmdO7zwvSvJ5xnAcB3G8WZC0ZUGVUkLEL66+0sKOEA4Uiu3OI2zydwhpBpsWhpemz8LEbmt1z9MB93numZ5XdcetQ/Mqx159bBiDfPcnFHaIYXSrk0/eFSdJUmapGMA5ntm0XpnO4flECIHxeAAAmE5nfHHeYZPPo69V3hlm0wJ4Exh6uXyeFFBTAIBSEaQcQKkM2wJYii49R7oLBzwhl0QpVRB65ut51fc9PHp0BSkPBdzTilUXm4Qd08+DVIfCDjGKLlXsBIGHwaB7XXFYsfMQzV0bk0N08w5h/ebwy0/e1S4M43XmTFfpwseolEIYRghD3QI4z+fxfR+TyRhKXSafR4gYUHerg1pCyiG0kLNLd+ZsYgtcXFfFhkX1OSjOq9Optpr6vr/K6NkI6EIAQkiUz3XkGGwYg/m7gOGnQWpAYYcYRRdEi3wXXwiB6XSOLOvWDNol8atr6PFT//fYYb3q1rjtEkHgYzAwo6tdV1/gyvJ5dLetJgND9xEiA9SqelIt4DhPoHyxk0JKaZwgS7oL7TDk3GSZKmmt7mEwCPDYYzdbFT+mdDLsCjbcvzaIU6QeFHYIOQGTdvHJedhYr0JEEXf9TWZXBBVCV2FJKVvramcreT7PfF4WGOoclSNxHApQetGj1FJvBKiS36cSCuCEdIS2N+xMJRfQb26u8Nxzz8NxnHU1uSmdDLuCDaKIDedA6kFhhxxNFypBlFKrLieXZzjU5a9d38XvQlVTV6lrPzLZelUGh8mGPC9LdysxqQqrW7ljx7IbGLqbI5GLPFEUnxRYLQQ2HbDUfPW8CEt+MllZF8y/j88B5wZyabggrU5+7dI0xXy+aa2+WymZphmiSHdujeOE13wL862UWthp+yhIm1DYIUbRhrgkpcB4PESWKe7iG0+1z84O69U2HMYbfN/DcNi9vKy+sJ8jIREEeUXPeGUviNY7zw/PwUVh51DFTgwhvMbPxSY4R5wGd8urY4MNpi3uG3e7lZKe58L3PYzHQ3iehyRJzmKJNREbRBHOQYTCDjGKS1ej5Lab5VIvKojZVBEG7bVemVnp0TSO48BxzK3C6kIlZdNkWVk+j4fhMN91TrfsBUUEsKnYyeYQjkB5UHICIfxzngYh5GjMr5Zoi1Pm/zhOVlWpZZZYF3G8mVf7tsmhxUWzx6CUFHb6DoUdQg6Q227u7hYnWQFI1zn+Lcg269UutgkCpyClwHAYQAjgpZcuV4UlZY8vekX0rvPGXuB5LoLA38rnydv/6sVhXrEzW1XslIjyKqZl9V640CaXgxU7dai+mN+3xLrwfR/X1xM4jkQUJWtLbJcjCIiGFTuEwg4xiktU7ORZG0mSGGu7ya8TJ/hdjuuKZaP1apc+Dw3PczEaBYiiBI5z2cyuPOeJ92Z18l1nYDuf5+ZmAiHuALX6MzVfPS/Kdp4jimykUXhf14FCYlWaEsW0JTZeV6fnc2sQeOumArmArrPP7BF6bLl3bbCTkXpQ2CFGcW7bQd5NgFkbdnLMAy/PW7HPekUAYDgM4Hku7u4WEELAcWjHMZliPg8AvPxTXOQVOwJzOFICWcl9rNjVkJCuwIqd6pxLlNidW6WUa6FnMhkC2FT8hKHZrdVtGX822MlIPSjskKPpRpbDeXJBhBAYjwcQQmA6nSPLzJ4Y88+K83sZh8eP7darbfrVPS2/xwFgOtUh6K7rtHxUTcCspG021iulFlAqhVRlwo62Yrmug5ubMZ5//vbCx0kI2cA5rOtkWYblMsRyqbPPHEeuqiX9Qsj9ppuhSe/RrNghtkBhhxjFOaxYrutgPB4gDGMsl7bs4ubXiTN8ET1+9r9vg/3uVPr08LfzHtd0Q3DvEEJgk7GzhBAKQFlXrBCTyQhpmsF1tT2PVZobOKZOh5sp1WGlQXXaEiXStDzkfjAIcH2dt1bfhDF3+fO1Sdjhe3+/obBDjKLpRcxwGMD3XcxmS6uC4Sx4Pl0MWq/sJrdXlt3jed4NsYlCWLJarL4um9tjLBZLOI4DzwsKYaEba4FNGRJV4HPkVLioIpenK6LEbsi967rrfJ7dboZxHHdsfrHj3hVCwPpic3IvFHaIYTRjO5BSYDweIssy3N7OOvaAqc+l28KbglLbXYnGYx0I2A/r1T42jxEhsA58vL2dH3jxtezGJxCQUHlYsloeDE9WKlz9r/769vYOaZrC9334vofxWGdIbNqqR0ZZCwgxia6IE6Q5kiRBkmxaq293M3SRJHk3w6j1aklbqu30fdS/d1mygcIOMYomKnZ838VwGGC5jNbp/6QvaGGwaL2aTvthvSrD1hfp/PON4wSzWX8/336yW7EjUdoVS4UAxPp5krdN38+Q8DEY+Li+Hq+tBXoh0rUdZ9I2FuvkpMOYIoptdzMEPE93M7y+HsNx9PybV0smyWWFHlOu4UPYch6kOhR2SK/oSzguK3bKUUov1iaTITufWUou3PLz7SlCFoSdJYSQUKVWrBBCCAgZAQhKg7R1hsQSi4W2Fnieu67m8bwrJEmKMIxW1gLbxhqfH1XgmqoafF+pjonVJkptOmrd3W1aq/u+h5ubbVtsFMVnj0qwRRBheDKhsEOOxuTJoo/huGSfIHAhpYPpdEZbhYWMRnqBfqxwa0PwMEXcXSSK4cmasvDkSAs7IkGW/iGkfPTgb853nHNrQd761958Hs6Rp2FHTkcb2LCobg/zx91+a3Wx7rg1Gg0hhNjquJWmzW7M2iPsmL1WI/WhsEOMI1/IHDsJB4GPwcDr1Q6+DQvWJsmFvSzLkCQJRZ0VeXiw6S8025lZFG77jdyxYgEobXceQkg9T6bxr0I6bzv5X8qFHGAOIQSCQC9E8nyeXOTRrX/trRAlGj5zq8HFaD1svH5ZprBcRusulpvW6h4mkxGAYv5Z/fnVlmtow/scqQeFHWIcuWjx0NwlhMB4PACAe8JTbaWZkGkbyLtezefh6mtOexvMvyc8z8VoVDUzi/eJfRQydVYVO+pAxo4QAlJIxPGvQw7eXOtfVapsIbKfz2NC61+AIkVVOv6xdhTzK07apA+L+d3W6o6Tt1bX82uWZVtC+qnXw5ZryHbnhCscYiD5Yuzw5OW6DsbjAcIwXr9o9wlW7Gg2Xa/myDIFz3PAhbw9DIc+PM/D3d2i8dJsYioCa+vVfRU7WAJKQQgPafyrcEfNzgu7+Tyu6yAI/HXr3yRJO9MR5hAWrHMuDJ8tVbClWqI9+reYT9MUi0W6Nb/qTby8tXpWsG4lD4o2Ngk7FpwGqQGFHWIcD4kWw2EAz3Mxmy3PHrjWVfqeu3GoKxIFr22OrX7rGsVqvOm0b9V45H4Kc/46Y6esYieGEBmECJDGvw4p/PKfa4gkSZEki618nmJHmChK1vkRfX1u2QHnotPpnzDRJCY+w5tGz68p5vPtoPvRaIibG3ctpG/ss9vY8r5MYYdQ2CHGcUi0KOZsTKczTm49JQh0eW6fMpXqYdZLdZPVeDYIfTacQ1NIKbEt7KwqdkqFnQhCKgAJsvT3IEQA4HL5TGUdYYLAKwSFRmtrAfN5zIAL7GrwutXDlmqTJikLus/zeVzXRRxvRJ78PdH0a5ivi0w/D1IPCjvkaLo8V+QtjheLqFSN7xtKaaGrb+xar3bpeyXTPh2+qUvIRbs+V+Ptw5ygLbZam4er75UJIzGEUMiyKbQYFENK2YqIst0RZlYICvVxdaXzI4pBoXxxJ3bB+asOFMYeplipI4SA57kIAn/d0TDLFJIkges6xr5bbISdlg+EtAqFHWIcu4vz8XgAx5FHtzjuB/1a7B2yXpH7ManaIxft7AhCN6tKyhSkBEpbmwu5/z0VQQogy17UX6oIUgp04RGyGxSq8yP283kO2QqawZCJoVPwvq6CFiZ43aojoErFa1KGUmpP6Hn06Gr9v1LK9Z+HYYw0NUXo0fcQ76V+Q2GHGEe+GOVi/jAmLdjrcor1qk/XxRbOe5/3SwC1n0JHrL3v76IrdtLseQCAUiGE8M55cJXJ83nm8zJbgYM4TlYVPVHDu81cIJwCKydIGzBXpR5KqXVV5HIZQspNa/XxeAgAW0J6Vxs1sBqdABR2iJEoeJ6L4dBhjspB7F+wCgGMRvdbr/ax/7qcTnevR26xPNd9TqHPLnSn1zJho+RDVjqfSaW5sLOAlMH5Dq5Bdneb80VIvtucizx1FiG8L8ilYEZMPfS9yutXh+IYzLIMy2WI5TJvrb6xxk4m40LFj55jj3v3PD+0YhGAwg4xDCEEXFcPWzssGefB9gVrnSoOm6/LqWhbY9tHUc5oFMB1HVosH8D2e/0UhBBQKLMmOfvfUjEABaXu9JdqaWQuWTGfZzrVAdJBkFf05IuQaJ3Rc8ozk49XQkyAwlhd7hMXy62xHgaDANfXxdbq7WagUSAlAIUdciJtLiI8z8FoNECaZkiSlBPYvdhbmVKn6xWHTPcpdre7vaXFkhyPEAJQ+3OCELJkP3vVUW3VEl2phRWl7FlWvggZDnU+T5qmW0HMpDm4sKoGr1s9aAGszyljcLe1uuu6q46G+3NsHMcX+2x4HxGAwg4xhOEwgOe5uLtbwvNKdl/JFjbu4lezXu1ir+BlA7l4u1zqCgNyDBzTOYeEnfsqdgCdW6Oy+apdul3sLkLybjDFfB4dEtp0Pg8h5BJwQd8uSZIgSTat1T3P3WqtniSbOfac0RHMWiIAhR3ScaSUGI8HyLIM0+kMSgGuK618AW8SLezYs9hrKkDXRsGrDl1q/z4Y+AgCD3d3i4uGE3bl/El99EdZJgiWPS92K3ZmvZgb4jhZLy7K8nnyTjC8L8il4IKUtE2T4lg+x+ZCTz7HXl2Nt8R0XdHTnNBDgY8AFHZIh9Hl4z4Wi2irZJyL82OwZ3KvY70i3UcIgfF4AKCd3Kw2XoSanr84H2p0xU6JsCNKXnXyn1O5wDPrnZhRls/j+x6CwEMQ+ACwEnt0BR0XDfcjhOhMkKp58LpVhQv6+pzzGh4Ku7++nsBx5FY+T52qSY4DAlDYIR1k23JTFpxK68FD2CB+NWO9Il3GcRxMJoNVm9Go7cMxEr7HFdHhyftTX0nFjooACEDpLBql7iB6Xgla7AYzHg8hpUSaplshoWEYMZ/nXnhDngozYurBiqf6XGoMFsV0QGcK5kLPaDSEEKIg9EQnVS+b/s5PmoHCDukUx1hubBAtzo/Z4ldT1ityP23eS3kl1my2ZLYHaQTd7vzIrlgry5aCFnag7ozsinUu8t3f+Xy5lc+zyY44n6WA9A0BCmJ14fWrQ1vVLlmmsFxGq42t2VbV5GQyBIC1PVa3Vj8s9LBihwAUdsiJnHMhmGdszOdLxPHhhV6XckG6isni1yWsV9whzGlHAByPWYlFmkc/F0oqv8R9FTv654WagYujbXYXCcXsCCEAz9OWraKlQC9ATttptgU+V6rB61YPLujr05VrWKyaBPQmp+/7q3l2jCxTiCJdNfnxj/8hrq6u4Th646Ir50DahcIOaZ22MzbsxLyKHW29GkJKcdYFvx5f3CFsgy5WYuUiqLnTjnn3+rnQFTtllr5DFTsCavXzKptDCFaOHYtS29kR2lLgryp69E7zpq161BMBl8+VavC61cHs5xe5jzTNsFgssVjkrdUd+L4Hx3HwZ//sfwbHcfCWt7wFTz/9Frz97W/HG97whtr/5vve9/143/u+Hz/4gz+CT//019X+feSyUNghreJ5Lkaj4KSMDVbsPIxpFTvbC/6w7cPpDZccJ77vYjgMsFiEiKKu2TbMXliYdK+flwPhyQfbncu1EKTUEkDXxqU5aEtBcafZWVdfXl+PkaZZoeVvzIUoWUNhoi5mP7/axqTxlyTp2rr+Qz/0j/HLv/wsfumXnsX73/+P8Z3f+e147LHH8PTTz+Atb3kr3vKWt+LVr37ypPXSRz7ym/i1X/tVvPKVrzrXKZAzQ2GHtMZwGMDz3JPbG5smWrSFKeLXxnp1vwWvKcyv0DCP0SiA6zoHwtDbxuyBwHG84aSKHRWt/kKesbOAEF0bm+aSpinm83Qvn2c8HsLzrpAk6TqI2ZZ8Hj5XSBtw3NXFTGHssccewxd/8Zfii7/4SwEAs9ktfuEXfhH/6l/9PP7hP/yf8d73/h284hWvXIs8b37zM/iUT3n5wd8XRRG+4zv+Pv7m3/w7eM97vu5Sp0EahsIOuThSSkwmA6Rphtvb2cl/nxU7x9F1S1tuwRNCXNiCRyvWhvPaeKQUGI+HyLIMt7fdsF4Re9Htzo/M2EEEQEKtu2LNwTnhfJTn8+y3/A3DGGlKS1yfYDZIPXj96mHL9Xvqqafwyle+Gu94x38MpRR+93f/HT74wV/Ehz70i/ju7/523N6+hE/91NfgL/7Fb8QXfMEX7v39H/iB/wlf9mX/EV71qle3cPSkKSjskIvi+x6GQ7+jdgy76HJlSt7mOooSLBaXtV6x4mvDOa+F5zkYjQZYLiOEIVsjk0twQNg5yoq1gBAdnCwtZDufZw4hBILAg+/7GI9P6wTTLbhhQC4PNzrrYYuwUzwPIQRe85rX4jWveS2+6qvejSzL8Fu/9a/x7LMfxOOPP773d3/1V38FH/nIb+Drv/49lz5s0jAUdshJVJ37dDBuM51wWLFzLN2sTAkCH4OBxzbXFpN3uDvVZtkG7QigTc9fnA+BXKQ8Njw5AeBA5T+vFuB13CAEcCk9Raliy99NJ5jdfJ78v64uwrq6kdJ1bFlYtwWvXT1suW/vOw8pJd7whs/EG97wmaV//uyzH8Lv/M5v493v/k8BAM8990f4y3/5Pfjmb/7v8ba3fcG5DpmcAQo75Oy4rt6571InnD7QtYqd9qxX21AYPB/scNcGihVoK4QQEKVWrDJhJwOg1hOkUnPOC1u0tymw3wnGRRB4GI0GuLmZIEnSQhAzK39Jf6EoVh9brmGd59fXfu2fx9d+7Z9ff/2ud/0pvPe938muWAZCYYeclXznntUZbdCdih3XdTAeDxBFMRaL47qfkfOjlIKUZfkjp5Pb607pcNcNLn+fNKkfWPA+2jDHVuwAQIr8NUipJQQrdnboxuBKkgRJovN5AG3p9n0P19djOI6DKEoQRTqIme8Z5iGEqFXF3WeoRdfHJmHHhvMg9aCwQ87CuXfu86oLTmKH6UqWTBfFvS5cF5vIO5t16TMmfUQd3+4cAJBuqnnUAkI4AJgH1XVyS9bdnX7X8H1vVdEzhBBiLfKE4WXzefSOOd9JqsHrVg2+B9dFryXaPor6NLkm+if/5P9q5PeQy0NhhzSO57kYjQIsl7pU+hx0zWZE9tlYr7ply9HHQWWnKcbjZrKz2qIrAihpghSlwkypFQuASiDg6f+r5jgsAJGuopRCGEard43ZKp9HBzFfXY2RZdk6hPkS+TwdecwZBd/lqsNrVx99Dc2/iFrY4ctM36GwQxplNArguu4FQlO7YzPqKm1myeTWK/NsOf2ijqghpcRkMkSSJJhOmZ1FOoDITqzYSdaij1pX7BCT0fk84brbous68H1/L59n05WLtA/f5arCyvX62FJpx7FAAAo75ETuS1yfTAZIkgy3t7OLHAd32btJF61XRTh2ilSrXvJ9F8NhgMUiRBQxvLRtGPqrEVDQ3a52OVyxs/4ztQBfiewjSVIkyQLz+XY+z2Qygus6iONkVdET1X5e8T6sBqtO6sAxVx/zBZF86jH9PEh9+BZDapPna1xykcfORg9z6WtkTkckWrHqkFflTaeLi+ZXkHI4FxbJgNKuWIcCwhOIteiT6r9PANgrfhcrdfJ8Ht/38OjRFYSQqz+PKufzdPe512XsqJhoA1tsRG1ig7CYvwOYfh6kPhR2SGWEAEYjs/M1bOaSlSkmWa9YsbPhlGshpcB4PESWXaYq73JQGLEFISpU7IjCa5CKIaWkYLnC9kVCMZ9nOtWVx0GQV/SMoZRaizyXyOfpKzYsrNuC9pv62HQNbTkPUh0KO6QSm/bVCWazy+drcJf6GC5TmdJ16xWpT36/L5d6kWMTfA+yjJMzdgabv4oQUgpQ1+knWVaWz+Ot83nSNN0KYiZNwXc50h42CDub9RCr3/oOhR1yMl1YyLPq4mHOfY3MsV5tQ1GwyMPiX36/390tkaYU7kiXUShvV36oYieGKAo7KoSUwVmOzDy4QND5PCnm8yUA3fEzCPytfB7dVl3n89iwQGwD2omqwzFXHyGE8VWaGysWx0LfobBDTkIIXa7c/kKeOSltYpL1ihzmPvHPVOGubygFyEMRMj1DNzcpsWIdzNiJIMRw/ZVSy62vCSkSxwniWI+v3XweuboJg8CHUuGZu4ISoqGNrT42XENuVpIcCjvkJJQCZrNl69UyrNh5mHNVpnShYqsuHDv34zi6lTmFO1PggN5QVrFzQNhR8bYVSy0g5WPnOSxiFWX5PI89dgPPczEaDaAUtoKYKYwfhlUn1bGlVXeb2DD+dNWR2edAmoHCDjES2mkujy0VHHrssMThEHmXO5OFu1MwXyQ28z48BwIozdgRwiu/SioCUBB2sgXnBlIJbeVQmE7nSNN0nc8zGAxwfT1BmmYIw4j5PKRhhPHVJu1jvjhGgY/kUNghxFKUUuvy8LrQemUnuwLpeNzHLne0dVqDAMq7Yh0ighCbTB2dsdP0QZmJ2WJnW2wWV2X5PLrb1m4+T4wkOWXM2ocNFRNtwXyi+ujx1/ZR1IPjgORQ2CFG0qRoYTNNvJzbYL0qYn6FRvNIqa1XSZJgOr18lztCGmMnY0epFEIcCk+OgIKwA7UERb4NXCc0R57PM5stVvk8Lnzfx83NBI4j1yJPFEXM5yFHw0qN+tggilAcJTkUdoiRcHH+MHqSr36RbLFe7cMKjSJCCFxdDbFYhIiifu8cX4om5y7OhUUE9it2MhzuirVTsYOQFl9SmWNDWHU+jxZyAEBKAd/3VxU9Orw7F3miKLa+etKG8No24bWrhw2iiA1VR6QZKOyQk+nGQoKL84eo8znZbL3qxvjtBkHgQ0qB29u58e0+63D58cABeA50xs5uVeF9b7sRIPzNT6oFhR1ycbJMYbkMsVyGAADHcVZZZ8E6nydvqx7HsYULOFadVMUGUaJtbLiGNpwDaQYKO8RIuDg/H7ZZr8g+UgqMx0MopZBlqteijvnvQhS5NwgAu3PWPWNbLSEw3P6aDt8VHFOn04xAkaYp5vND+TwukiRZBzHn7ddNhhU71REC6PHjuxFsGH822MlIM1DYIUbCrlgPc+o1std6tU3fx05ejbVcRojjBJPJqO1DIqQhyoQdVfiznTlNRRDyUeFrVuxsY+cz4Fyca4G4nc8DeJ6HIPBwfb3J58kzetLUxM0YVuxUR+Be8Zo8iA3VLrRikRwKO4QQq61XZENejXV3t0SaphBCsPKNFS/2IFBixcpLcHwA4fYfqcWWFYvCDuk6SqHQMn2+yufx4Ps+xmNdfVYMYjYhn8eGiom24IK+PjYIO1JK48+BNAOFHWIkfa+6OIZjr1EfrVd9Gzp9qcbqI7SlFikLT5ZQapWlo3aEHYQAvM2XagFWDmi42K7C5W9Enc8TrTdkHEfC930MBj6ur8frfB4dxJxw7rcMWnCawPyKMSEELXkEAIUdYihczNSnr4v9ut3CTMNxdCvz8mqsfl2LMjiX2IOAgNqzYklA3a2Ene0/0YJPQdhBhH0rFyHH0YVFdppmWCyWWCx0Po/ruggCD6PREDc3LpIkLQQxdyOfx4aKifYwX5RoG3tEbCtOgtSEwg45mW5MgFyQPsR9FTu0XvUD3VnFx3y+RBzvL1gpahC7EIAqq9hZQFuxdlAxVPE1SIWA4LYnsYckSZAkOp8HwMq2VcznSdZt1ftSsWsT9ogSpA5SCqQpBwKhsEMMhQvShzl0jfpovSrSl7EzHg8gpcR0OjciZ4FUhSL3ht3w5NV1UcvtLJ01MYqvQUqxYofYTZ7Pc3c3hxA6nyev6BFCIIqiVT5P3OtuiabAaqd62HL9bDkPUh8KO8RImLFzOn21Xu1j90JYSonJZIAkSTGDm/bzAAAgAElEQVSdzts+HEOwdzz0CiF3KnZcABmUiiDKhB0VQwin8HUIIfo6L5K6mPZOopRCGEYIwwjAbJXP4yEIdD5PlmVrkSeK4h6/MxBbsUcQYYg20VDYIcRSiuIXrVcbbK7Y8X0Xw2GAxSJEFHUjP6Hr6Puk7aOojs3j+XR2K3YcAApQEUqtWLsVOwjBnIIcDqpTMX2BqPN5QiwWOmTcdR0EgY/RaICbm8lZ8nnsWVi3A69fPWyxsknJcUA0FHYIsZzh0Ifvb1pcEzsZDgN4nou7uwXSlCX0pI/sCDvCAZABiAAR7P+4ilc/k39NYWcbXos+kyQpkmSxl89zdTWG6zqI42TdVr2Ptu4uQGGnHvZcP1bsEA2FHWIseUWKHZNy8+TVOo7j9Nx6tY1tNj4pBcbjIbIsw+3trO3DIaRFJKD2K3aUCsutWIhWP6PRP3fmQzQEXofTsGXn/z5ySxaAnXye63U+j67oOT6fpw/XjXQXW9YQtpwHqQ+FHXIynDu6j+c5GI10ns7d3aLloyHnIrfYLZc68LIKuZWH97XJcBWuKbNiZatKnAMZO5CFr0PwWm7gnHAK/Wo7vZvPI6VEEOiKnslkDKXUVhDz4UVnv65b03BBXw9bNvm0FavtoyBdgMIOMRZW7JQzHAbwfRd3d0tMJgNeoxJseJg3190sD5PmGDETfm4bJIBC9odwAaV0t6sD4ckQG2FHIWKlCiEVyLL9fB7f9/byeYpVPwA3FerC61cfW96PLTkNUhMKO8RYGBq6jRACk8kQWaZovXoAk68Nu5s1i1J6t8tUOA/uUrwfVuHJiAHhlfxsjKIVCyqEYMUOqQDvwW10Pk+K+XwJAPA8F0HgYzIZrfN5oihebUrwGVYVvUnF61cVGzY+841K08+DNAOFHWIsehLj2xSwsV7tWnJos7ELx5GYTIaNdjfjGLn8POL7/iqTopp9jhxiJ9djFZ6sDlqxIoidjB0+U0hV+juHPkwcJ+tOWnk+jw5iHsBxJG5urtYZPQz/Pw2Ou+rYIezo/zX9PEgzUNghRsNdsoe6ISnu6JSgxQyzHuhB4GEw8DGfLxHH7EBiKuPxYJ1HseksExV2r0l1due/QrvzQxU7opixE0EUvybkaPicPZZiPs9iscTNzRXCMEIQnJrPQ0x7j+kaNmxqbaIFOAcRCjvEYGzrbnQqm25ICtPprPThZPoD63yYdWFyMWA6nSPLmj52ZuxcAim1VTJJUrz00h3iON7pLDOEEFh3lYmi6Ayftb1IKbEv7LgAMijEOCY8WaklAAo75HR6/CpSi1yYWC5DLJfb+TzDoc7nSdNsLX6zynGbPr8DN4ENwthmDJh9HqQZKOyQSnQh16ELx9AWnudiNAoe7IbUd/HrEKbYj6SUmEwGSJIU0+n8LP9Gn+8j4DLnn9+vi0W0tTDZ7SzjOBK+72Mw8HF9PT56QcN7fIXat2IppXS3q4PtzuXW10VrVp/hmDqdrj9PTKEsn0d329rO5wnDGEmSPPDb7MZ0UaJtbBJ2DD8N0hAUdojB9DNj537rFTmeblepbMSAEFHU75dXk8m7lx1zv6ZphsViicXicODorm3L9JfSptDvtmUVO3lXrBIr1m5XLBWucnkIwLF1Gv17F2mCYxbWeT7PbLZYVTm68H0fNzcTOI7cqnLs0zuRDaJE29hwDW04B9IcFHaIsfSt0mBjvcoOWq92YcXOIVSnxw7Fu0tyHoFYCGA8HgKo3r2sLHA0CLz17w3DGGnKXB4g37XcvRa5Pes4KxZUCFqxSHW4uDo3usoxXlcqSyng+/4qn2czL+ZBzDbbWU2oOibnR48DDgSiobBDjKVPosWx1ityHF19Bm5a1me4vZ1d5N/s0310KRxHYjweIo4TLBZhI7+zzLYVBD4GAy0CPv74o57nUAiUd8VaVezIccnfibEt5CSgsEOqwEV2NXS1QfW/n2Xb+TyO46waDQS4vtb5PHkQcxzHln1G3a46NgEhBLLM7M0zVuyQIhR2COk4dao3+lbVdBrdujCu62A83m9ZT85Pk/dILsLO5+G62ubQv1nnXSxNs1WHtARXV2NMp7NS21Zfqnp087/d83ShkEFn6bxs/y+puMR6lXCRTshFae5mS9MU8/mhfB4XSbKxs943P5sA56n62CCK1BVHiV1Q2CHGopRadUKxkyrWq336mUP0ELpKpe2j2JDnsMxmS7a8vjBNvhAdK8I2OfZy8bbctuVv2bbynWvTX2TL0Nd0995xAJVn7JSFJ+9W7EDbs4SE2g1iJuReWD1RhXOLE9v5PIDn6Xnx+nqTz5Nn9JgmgNsgSrSNDeIYxwEpQmGHVKILlSBdOIZz0ZT1yuZrZANCCIzHAwDVc1jqwjFSn+LnWF2Ercq+eLtt28KWbUvbE9KV0GOTbUtA7Qo7KysWVITyjJ0I2OmCpZBASgHDq/PJhbFhgdgOlxPElMLWnKfzeTz4/q4ArkXw7ufz8MFdFxtEERvOgTQHhR1iMHZWozQZnMv8lHK0mNHuddnksMRYLKIWj8TO++hSOI7EZDJEGMZYLtv8HA+T27aK9oSibSuKknU1j2m71jnlViwHQLayXJW97iQQO1YspSKI0p/tFxQqyCVoc5zpfJ5oPW87joTv+xgMfFxfj1f5PHkQc9K5xTNDc+tjgyjCcUCK8O2FGIttlQbNWK/IcbR7cXW4o7/KSDFzIW0P1YUt3/cwHPoP5ul0DTttW2VdsVbtzhEesGIpKJUCGABYrr4VQ5S1Ru8dFj1cSYfpjoUtTTMsFkssFnoucF0XQeBhNBri5sZFkqSdyuexQZRoGxuuITN2SBEKO8RYbKpGOVfXK6W0YES2aVMUHI8HkFJiOp13otTbNoH0VKqe/2gUwHWdznyOVdm3beVdZQZbtq0wjDqxmDmEEGK/Ykc4UPdZsQAAKSBHQKYXcwoRhCjroNVHzB3Xl8aGBWIbdLkyLEkSJInO5wGwsm15hXyeZN1WvY1svD4/t5uiy+PvWDj3kCIUdghpmSatV/vQZnOYy14XKSUmkwGSJMV0Or/ov02aY7slffufY9PCXFlXmSDwcXU17rRt63B4cgal4gMVOwBUAoEJFF7QX6qQYjghF8Ocey3P57m7m0MIgSDQ+Tyj0RBCiPW8GEXxhVpoc0Ffn+5UjFXFlg1u0gwUdkgluvAsMb1i5xLWq75XYxzmsl2x8oqsxSJEFHWt6oHi37FsWtLH6woX29m1beWLmW7atg5k7KCkK5YYIb75AQRyBCGHWDfBUpHRzxVCTMLUfBClyvJ58o5bY2RZthVQf45ztKHapG1sqHYRQhhdNUyahcIOMRaTRYtzWa/24aK9jEs+x89bkVUfk++jS5LnInWvJf3l7vH9xcy2bStJ0lXr4MvbtrQVa+ffXHfFCrH3ujP8anw0HuLV7ksQ8gkAHwEAKLWksENOhjkX/Ubn84RYLEIAehMgCHyMRgPc3JxnbtTzFAddHWwRdkw/B9IcFHaIwZgpWlxyoc9F+32c98IULTsMw+42D90jzeci2XFTHrJtXV+P4TjOerf6UrYthXTnykoA5VYsMXwX/u/f+zk8ETyGd15/OdLo5/TvoLBDKsNJ/lRsXZQmSYokWezl8+SW1jhO1kHM1TcK7Lx2l8SGqidb7yFSDQo7xFhMEy2K1qvb29mF/lUzxa9zo2185/v95ll2+jtG9AtR+fnn92yaZsxFOoLctnV3d9i2lS9mmn4RLa3YWXXF2rNiiTHgvg6/dvv9mLgTfNmn/FfA9FsA6Iwdk54r54LXgJDmyEVuoNiJ0NvK58lF8GPzeWwQJdrGBlGE1YKkCIUdYiwmZexsMlai9cP9EpgmftnAYOAjCLwOWnbKObfIZSobce7cdsn6dPHzO2TbGg7PY03Q12DXipVX7Ox0xXI/G1ALzNM5Xopfguc8jljcQKmXALVEn4XOIlwsHA8X2dXQ+SDdsyifk+1OhLN1Po/v+5hMxlDquHweWrEIYIc4RZqDwg4hZ0a3RW4nY0ULO1yk7HKONvBCCIzHAwDA7e2cD1qDycW5u7tlpzo/lWHKMNu1bW1aB+/atqKK86TAnrADF0plut15sWLH+1xABEiyBAoKf7D4bTzmfS6S6Geh1IJzJqkAF9mkGmX5PLrb1rYIXqz6yTFl/u8itggirNghRSjskEpwEnmYdqxXu/CDKqdZi5rjSIzHQ8Rxsn45I2aS5+lQnDsvm9bBDdq29qxYEoCCQgQh/M1s6H0OAA8ZtID0kbt/hy8a/ftIop8F1BLSobBDoYJcAlY67ZPn88znOp8nzy6bTEaFfJ4YjiM72ZDBFGwZe6Z2liPngcIOMZrcatS1Oa0t69UutGKV0+R1ybslzefhxTsBNcE5qpdMIh8LUkpMJlqcm81MytMxP0frkG3rlI4y5VYsB0AKqBiAt/m++2kANgui31t8HMnkjauvWLFDTqeL7yFmQAHxIfLsMmCTz+P7HgaDAICA67rrjB4KPcdji5WNFTukCIUdYjj5oqY7s1qb1qt9zF/0nYdmrstoNIDjNNktqQ04RgDg6mqIxSJEFJknztnGYdvWBI4j1yGjUVS0bQlA7drmHL3a3rFiCee1KAo7H19+HHDfrL9Qi7OdFyFkGwpip7GdzwNkWYYsy+D73iqfRyGKonVGDys57oNWLGIfFHaI0XSpYkdKifF40LL1ahtW7BymznXR1R0DJAm7JZlOEHjrVubtC7Gn04d7fGPbmkNKUQgaHUIpIIoiOI4DZLuinAMgg0K4EXbk4wASqMLrz8eXH0fgvRZzQItAMG8ckLbp1gaTOfC6VSUPnt7P59mE1KdpuhXETDZ0Ze1Qh011qeEnQhqDwg4xmk1nrHYnNd93MRy2b73ah9UYZdR5mHfFZtcUfRAGysjDroUAskwZKer0kSzbtm3lCxnf9/eFnTIrlvMaZMnvQrivW//YNJlCwYUQjwCEgOh2YPYl6OOcUAcbFoltwOtWnbJrp/N5NtWOZfk8ecVjkvS7OtWW8GSA9xDZQGGHGE77woW2XjkdsV5t09dF+8NUGzfDYQDP64rNrkn6NUg2YdcxlssY19ejtg+JVCRfyHieC38vPNmBvtcT6CBlCTifijT9KBz3M7Z+8oXwDzBxXwulQrBiR8PFAjk//Xr2NMvDm5r7+TwufN/Hzc19ttZ+YIOwwzw4sguFHVKZLogGbR5D0Y5ze0s7jkmcOm6EEJhMdIez6XRm2YLHqpN5kLy6Lg+75ouRLYjyrljr70UAPMB5FVT6HKC2FzGfCJ/HtfMkrViEXBB29KnOqdVOOp9HCzmAfof1fQ9B4GEy2XQjzIOYzc0NPA6bhB3Tz4M0B4UdYjQbK9Zl6a71ijSN6zoYjwdYLuN1YKFNdEGgvRR5xdV0ukCW2bJ4b79qsQvoMRzvfM+FEKsX3jxAWb4KWfr7UDuC5h+Gn8Trhk9BZS9s/g4hR9IFSzjpF3WFiSzLsFyGWC51Pk/ejXAwCHB9PUGaZusg5jiOLdvQssMGmL+7mX4epDko7BByIqPRAK4rjVoc2vAAa5JjBcHBwEcQeJjNlkgS5m6Yiq64GiDLcKDiylxhpE/C3MNsV+woOFB5xU4u7DivhIo/DLVTlfNH0SeRjp+CyD4OLtABk++JtuAz9nRsqJpoi6Y3NXe7EXqeu+q2tZ3PE0Xx2t5lMjaMPRvOgTQLhR1iNJes2DHVeqUnfe4mnoIQwHisS5Nvb+c9eHDau4hzHAeTyQBhGK8Dd7ex/bPtB0IICLVbPekC0IKsKlqxshf27unnw+eROZ8FJ/45SCnwxBMvY9tg3huEdJpzzkt5Ps9stoAQgOd5CAIf19ebfJ48oydNzdv4sqHKjsIO2YXCDjGaS+1Wb6xXIaLIrJ2KLrWE7wr3jZtNsG6ybiFqM1ocbfsozoMuK/fvrbhixYtN7FTs5F2xAN0ZS/gQzquQZZ/cq9h5Pnoe0nkKSkVQKsNLL97C932MRrptcJKkCMPImt1q0izM6qoGF6bVueS1UwpbLdOlFOtuhPkm2KatemRIPo8w/r1YSvPPgTQLhR1iNJtqlPNhovVqG1bs7FM+bnzfw3Dor4N1ibmMRgM4jsR0OjfkJZPUZ/eedQGVCzsRIB+tvrfcy9h5IXoBvvsqRCoEIFbdthaYzxcAsFrEeFu71TZ3k+FmwOlQoCCXpE0tMcsUlstoXQXrOBK+72Mw8HF9PV7l82yCmLt4a9gR3E1hlGxDYYdUpis73ec6BlOtV7t05XPqGrvXhEKAHUgpMB7nHcy6ed8KIRrdbWW1AACojYizxoUqWLGE8yRU9keA8Pau/V1yB0fqtvdllzPfrb67m692q/1VN5kRlFK0bRFSAT0Ptn0UptKdRX2aZlgsllgstvN5RqMhbm6uOlnxaEO1mK7YMfscSLNQ2CFGo5SClLLx32uy9Yo8TPE5KKVuZZ4k3RUCzokW/uwQBjYdzKJ1S1fSFzKsbVdrnE27cxUB8tXI0ucg4CLbqdhRUJjHn4SUNxAPVIHq3epNNxnXdWjbIqQyXJhWoctVdcV8HqC84rHtfB4hhKFV+BtsEKdIs1DYIUZzjmoU861X27TVEr7baCuW57kYjfrett6Ol4Ig8DEYVOtgZvr9wRc7QIgMe1Ys4a6/p1QE6TwJlT0HCBdK7c/t0+STeCQf4VR7b5ltKwh2bVt6jrHRtkXyRSLvw1PpsjjRdUxa1BcrHoUQCILtfJ6NtTW+2Hu3DWOPFW9kFwo7xHCay9ixxXpFHiYXBIfDAHd3Cy62DGc8HkBKWbmDmSkvx+QwqtSK5UCtxZ4YcF6FLP09AN5exQ4AvBi9hJfJlz1YsfMQm5DRXdvWGEqptchD25Zt8LM8Heb/9Q2l7s/nybKsEMR8vjnSJGHsEHbkBJEmobBDjKapip08NNdG6xUrdrYRQluvAGA6nfV+t8PkDKaNjS7tpY2OFFEoD0/WmQ9KhYDzamTRhyCEg6zkxn8+egmfPnoECKexo6Jti5DD2FA10RY2CBPAfj6P6zoIgu05Mq96bHKOtOH6sWKH7EJhh1SmC5NJE6KFbdarXUxeuDfNJoMlxnDod2IMt8/5O8udA89zMBoNem6j29D3BZIoq9gRO12xnFfr8GR4yEqsWJ+IpsD4EYDmc9tyym1bfgdtW6ykOIW+33/V4Tiriq0bdvkcuZ/PM4bjOIiiZN1t61Tb9Tbmjz09Bsw+B9IsFHZIb3EcifF4gCRJLbdemblwb5rBQNsh8gyW4dBv+5BIRfLPkjY6jV5Q9v0FT6EsPFmpXPSLIeQNsvQTEPKq3IoVv4RMPAkhzifs7LKxbWk7cJ7P07Zty9I14xnp+/1XDQpi1TG92uRYNvk8WsjI58jRaAghxFrkCcPT8nlsGHs626vtoyBdgsIOMZqqFTs2W6926XvFjhBYB/TtZrDY8GCvi0nj477Psg75NTB3LBh74I0hRImwI9z195TSeQ4q+wSkfKzUivVS/BIy+dkAmrNinUKWZXu2rV1LwiVtW+beD8QUbK06OTc22IiqkIvdYRgBmK3yeXQQ89XVafk8NlxDfQ5UdsgGCjvEaKosSvOgVVutV2SDrsoaIo4TLBbh1p/pBzp3WU3hvs+yPhwLVlASnrxpd67HjMpeAISLtLQr1hQQV2hL2NmlzJJQtG3pBUx08k41aR6zheH2MH1h3RYcbxqdzxOu3wnKMsxykWfXsm2PsGP2OZBmobBDDOd4m1G+MEySpFdBq30NT86rsubzkKGk99J9q96mLb39FXakKiXhycIBEK/+VP9vlj0PnbGz/zJ8G9/CkY8AdFMkud+2dZlOMoSQLsCNiDLKMsx838NkMoLrOojjZC2I2yCKMDyZ7EJhhxjNsRU7XOT3i9FoAMeRmE7nyLLyp5759ptm6LoVazgM4Hku83QegGMZKM/Yyef7VW6OmkEIF2nJoug2uYXnPAYghZTi4NzRBe63bV0hSZKVZSFGkvCZd3640D4VGxbWbcEF/XEUxfA8n8f3PTx6dAXHkbi6GnckrL4abHdOdqGwQyrThbnkmGqUjfXq8CLfZpRSkPJyYaBtsml/nR1RlUX7TZcRQmA8HgA4f1t600U+U4+7SQSwsV2t2VTsCDEpfL/cihVlERQUtAhk1txQtG0JAXietm3d3NC2dQlMnj+IeXBBfzrFfJ7pFHj5yx9DGMarih4dVp/PkaZUPVLgI7tQ2CHW0lfrVV/Z2HWOa3/d9UqVPuM4EpPJEGEYY7mM2j4cQzBLiGiKlz12jentHBAZ7gtPFvKq8H2vVNgBgEXyEq79V64qds5zzOdGqX3bVhDonertgNFotYDZ/x19tO+Sy8JFaR36Od83iRACi8USC+3aWuXzeBgOdT5PmqZb9tYuwqo3sguFHWIltF5t6EPGDu069ejS+OC9W4X+vthJV9//wBJlViyosoodB+mBl+G7+EVc+6/s1D1RlyzbDxjVtq3hyraV0rZVG3vGy6XQt1h/5646sEKseXTVY4r5fAlAbxYGgb+Vz6PbqkdIkt1nTTvY9JwizUBhhxjPro2i79arXWyuTBFCW6+yTJ1s1+mD4HUsXdnxGY0CuK7TQsc62vJMRQCAmwFQe1YsUczY2RJ2PKR7IpDmNrnDq2H3C/Mxtq3cwkvb1nHQGlMNXrJqsFLj/MRxst5cKubz3NzofB4t8ujKx7Y2FFn1RnahsEMsQC/KHEes2yHPZrRe2Y7rOhiPB7TrWMBGoMtwe8t7twoW6xD34kofkRNCQGDfirXJ2InmP4I0/pXV9wOkWbmw81Jyp3+kJxf0kG1rMPDxxBOPjrJtEVINiulV6cn0dDZOFcaK+TzAblfCYWEejdbC+LnJn1EU+EgRCjvEeJQCgkBPsLRv7GNjZcpg4CMIPMxmy1olsZZdlsq0GR6cC3TLZbx+abo07VS1Nbeo6et7nZQSaRYjcIZANkV5V6xc2PnB9XcVPKSqfN54MZ6vfnc/J4fctnV9PcEf/dELe7atLtoRiJnQTlQHVuzUoW7F025XQsdxVoJ4gOvrCdI02wpiPgcbYecsv54YCoUdUosu2Hx0iaRL61UPEAIYjYaQEri9ndd6MOu/28/F2z7tWJHyyoC6Ah3pJ64rsUiniLMQj7wx1J5Y4wAoEfqFf1DYuY1njR+nyezatrQdwcejR1eQkt22cmiNqQIrdqpCC049mhYV0zTFfL6dz6O7bY3gui7ieBPC3PTmM+cdUoTCDjGWvOsVoDCbLSnqHMCWip3889ZWu7DtwyE1GY0GcBxmYTWH+ff4qTiOg2U6xceX/xaPvDdjT8QRch2evI2PJCt/uZ4mU/1XhWz2YC1AKSAMda7EdFrstuXj6mq82qXW1TxxTNsWuR9W7FSHwdP1OLcQm+fz7OaYXV9PGsvnseC1npwBCjvESPKd/vk8RBB4VggX5DDn6JTUhWqzLnGpl2wpdRZWmmaYTruUp2PyYOjnC76UEov0DvPkk/obey3MHShVYu8THhJVPo/crTJ2+mrFOoX9blvuKnNie5eati1SBt/b6sAKsTpcssJuP8dMwPf9VUXPEAAKbdWjoze6aMUiZVDYIUahrTjbXa983+ULwj2YXrEzGg3guueo7KAVK+dSLwabPB1t3egK+h5p+yiq01eRUkqBeXKLKLuDvpd3xZpyK5YQD1fs9JmqIm+SJEiSfJdaW6Rz25YQch3AbKNti9Un1aA4UQ2Ot3q0aZ3MMrWTzyPh+z4GAx/X18dXPnbB/hlFEaSUcF3KCV2BnwQxhm0rTpd2+ruPiYs+KXWnpCQ5T6ekvi6Gyzl/xk5TgdeE5EjpYJG+iCjL54ftcSWEBMoqduAebHd+17OuWOXUP3fdRaZPti3mxZxKr2+xmnRhUW8yXRp7aZphsVhisdjO5xmPh/C8ayRJgjCM8Pu//zGkaYbHH38cQNviVAYpJX7qp34STz75FN70pqfXxyKEwIc+9AE89tjjeO1rP62V4+szFHaIERStV7tWHNMrUs6Nic9+z3MxGgVYLKKzdRQg25zzFhqPdZVd3cBrQopIKVbCzgKAAErCk1VZeDK8wxU7cZ6x0/dnSrP36f22LYfdtnoJxQnSFt0de+X5PB6+7/u+Fz/5kz+B17/+9XjrW9+Gt771bfiiL/rjlf+dv/pXvxEf+9jHIKXAcDjCX/pL/y1e//o3HvV3pdQZdP/iX/wYvvRL34k3venprWfmD//wD+KLvug/pLDTAhR2SC3OXfVQZr269DGYjmnC13AYwPNc3N0tKofKHYNp1+WcnOv9Rkq5qrpKOpan0z4cevVJkWCZTVfCjv7ONgcqdoSHRJUHsM9TPU45N5yXfduWB9/3tmxbee6ECbYtDhdySVixUw9Trl8xn+ev/JVvxld/9bvxS7/0IXzgA7+I97///4BSCp/zOZ+LZ555G5555m34rM/6nKNtUX/tr30rJpMJAOBnfuan8Xf/7v+A973vh476uz/+4z+Kl156CZ/4xHP4N//mX+Pnf/5nkaYpxuMJPM/DCy88j5e97PHK502qQ2GHdJbjrVfMSrEBIQQmkwGyDJhOZ0ZWGpENm6qrEFHUbHtPsks/58AMKZbpFGE2hz7/HWFHyNLwZCE8xFl5JaBaVaowPPlyaNtWhDCMtmxbuovMtm2ryxWcfGadhimL6y4ihGA3yRqY2C7ecRy88Y2fiTe+8TPxNV/zn0MIhd/8zd/AT//0z+BnfuZf4n3v+34MhyM8/fSb8cwzn49nnnkbXvvaTzu4SZGLOgBwd3d3UifI3/md38aHPvQBPP/88/jZn/2X+Pmf/zksl0vEcQwhBL7yK78KTz/95trnTE6Hwg7pJPdZr3ZhxY755KG6YRhjuSzLxDgPHDc5zVYvDQa648O5q66aQs8h5g6Gvs6BSigs0ztE6WErVll4MuAi3fvZbfJSc3J5dm1beeZEt21bzNg5lf/GfhkAACAASURBVD7OWc3C8VYVHT5t9vUbDod4+9u/EJ/92U8DAF588UV86EMfwAc+8P/i/e//3/Hd3/1tePzxJ/AX/sJ/iT/9p99V+jv+3t/7W/iFX/h/AADf9m3fc9S/q5TCN3zDfw0A+KEf+l/xrnd9DYJg0MAZkSagsEM6xTHWq12UUnwJN5i2QnW1FYvjBmhup1kIYDzW7TunU5PydEw5TlJECmCZTg+GJwMSwL7lSgj3YLvzzc9w1dkVtjMniratawghCrat41sFNw2HSzWMeUR0DFY71cOG67d7Do8ePcKXfMk78CVf8g4AwO///kfxgQ/8Ap588qmDv+ObvulvAAB+4id+HN/3fd99lLgjhECapkjTFH/uz/0X+MQnnsNHP/pReJ6H4XCIIBggCAIEQVDzDEkVKOyQzsCuV+cjr0jo0oNMi3hDSCkYqmsBxfs332kn5JxIIVfCzgIQEqXCTqnl6ghhp8eab5dFim3b1mzVKtgrbRV8adsWH2GnocVTXrQqsN15Pbr2PlyFh+6fJ5986l5Rp8hXfMV/gve+93/ESy+9iJubRw/+vOM4cBwHv/zLz+JHfuR/w0c/+ntYLpdI/3/23jxYluyu7/yec3KtrKr7Xq9SS+rWClhIIDXdWhhZYCwsQGKCGRkRYxMwAxibIJgwDDZmPGIcKMYyZkZiaYUkwo4xYcABgTaQAcNgNBqBhMQwYAQCCUlIqNXL637v3ltVuZ/M+eNU1l51a8mqzJP5+0Qo9PoudXM9ec43v7/vT0pwznF+fgs/93O/jKc85Snb7g5REiTsELVgl9KrRSgEdxvq9QCbF/GqEQHaWr6yjkOOhWUZcF17r/uXIPZFMAOBHEIWOTqL5VWMI8OqjB1jbVes6c+0e3DQZc2jWgVvLtsq3DzHdYSSSLEPulxndYNEscNgDNAgk30jh+QE+b6PweASd9+thJcPfvAD6Pf76PfPtvr9Yt314z/+L/HAAy/Bt3/7d6HT6SBJEkiZIghC3HHHHfttHHEQJOwQB3HoQ3nWtbFt6dWqbWj5HPxKimNUh0mUZZlw3f1EvHJpZ+DsKtSbq/2ORdHFbDAItOheswoaQ/REcAORHCKDhCq7WlWKtbtjJ89z8DZbdjRGh7ItooDEiUOow3xOXxgAPecrBZzv7zoKwwBveMM/QxgG4Fyg3+/jx37sLVu/0Ch+zvd9fO/3/mOYprnXdhDlQ8IOURlluTbIsbMNxcK92plAp+PAMLbPTzomtJg/DMYYPM9BnlMXs6pp6xjIIZDmMfLJBH27UizGxNquWIBqee4ZXnkbqh3VPyvKYLuyrWlb9UOoy4sTnaBjtj9NKCWqkiYcP9UZbb/fve222/EzP/PvDt6GBx54CX71V9+DV77yq+G6LoQwJmValH1aDSTsEJUwLb0KkSR16WrRXKoWMThn8DwXUma4vKT8pDqyy/UhBEe36568i9lxaZ8wojs58hlRh6/oisWwKjz5KsfOKB21XNhpJvUp2yIAKnc8BDp2h9EUYSfPq3cdve1tP4WPfvTDuOOOuyCEgGEoced7vuf7qt60VkLCDnFSGGPjrlf7l14t0ta31btQ5TEyTQOdjo0gOH2Y5Sboupmyy/xmWkrXJFG2igkeXXuHwDlHNifOMCw6dhgTwMqMHbExY2ckR+VsJFFrVpVt2baJTmefsq1muJxOje6L6yqhY7c/TXCLVS1OZVmGpz3t6fjO7/yHGA6HiKIIaZoiDIPKtokgYYc4IUIIdLsO4rjcwNyq3SjEeor8leEwgJTVv1kg1rFdxk6dSunKhsYQ/ZBzDh0OYF7oUZPeVeOOsbEU63ce/x3c/Qzq5tEmZsu2gKJsy9q6bKsJC8VTQ8dsf6pe1OtOE45f1fcP5xzf/u3fWd0GECshYYc4iG0HFdu24DgmRqPwCBZnCsG9iqLd+ako8leAeuev0GJ+yqZjUZTSZVkzS+mquD7p2juMeccOVxP1OceEwLpwTMYEUqx37DwSPoJsqayrPdC1WZRthQiCEACVbR2HepSS6Ajdo4fRDGGn2osgDEO8852/iLOza3BdF51OB67bgeOof997732Vbl9bIWGHOCrFAp8xhstL/ygDKTl2tuF0DzDDEPA8p/b5K4d0gmoam27L4nyGoXpbTdSPNo6BjAEyV9ejAQP5khAjsH7c2xyePEpHre+Kpfmap3Q2l22puY7j2NRtawfaNmaVi/7CRJU0Rdipch+GwwHe+c5fgm3b8H0fSZIgDEMkSYynPvUe/NIvvbeybWszJOwQR2NaepUgCI63wKeslKs51cLvuM4s4tQUIed0PutO+0RKzhnk2LFjcAtLIg5bL+xc1RVrlI4gmChpS4mmsaps6447rs+VbUWRypSrU65c/dB/cV0VVZfh6E4Tjl/Vws4dd9yJd73rP8597bHHHsUv/uLP4+Uvf0VFW0WQsEMcBcexYNu0wK8Px134MQZ0Oi44P54zq2za6HJYz7I46nkOOOfanM/DaJ8wojuMcaRjxw6HgeWyq/WlWIDY2BXLlz5MbpaxmUQLKPLjzs8HAFTZlm1bC2VbSuih+dAUev7uT9WLet1R8x29j5+6Bup1E91991Pwylf+LTz00E/gwQdfWvXmtBISdohSmZZeoSULQj04poghBIfnuWObenmh2MeHFvMFs7cp5wzdros0lRgMmpenswoS+fSDMUCOXTeCm1gt7Kxx7IAjytaPVWmeIsuzRrzV3Q+6GQ6hKNsCsFC25YIxII6THbptNZt23l9lQPfoYegvjFUt7g2HQ3zmM59Ct9sbB8074Fzgj/7oD+G6bmXb1XZI2CFKo8pslWJhpvk4fUSOU642bX0dTSayukCL+WVMU6DTcWrXmp4gFmGMIc3Vc0YwA1gMYWV8/QPhinbnABBlEYQQLXZY0MN0W9QCa/X3tum21dayrSa4JqpCzXfp2O2L7uuFYj5fxTVQxF/81V99Gm9604/i2rXrSJIEnHM8/vhjcF0XP/ADP3Ty7SIUJOwQB5PngOtWXXpVuC80HqmPyDHG/mnr6wBZRp0tdMc0BWzbpNb0GtJGkZIxhrRw7LAVGTswVnytgCPONr98CGUIIYwWCzvEbmz3kF3VbavNZVs6L66rhHIlD6Nqt8uhFKe/mo6e6o/fe+99+Kf/9J/DcRykqUQcR+j1+rj33nth287pN4wAQMIOUQK9nrLcVVl6RY6dzeS5KrEpg6L1tZR6t76m0G0FY4BlGUftXEcQZcMYQ5KrcioVdLy4COZYn7FztbDjSx99fu3QzdQSepaejnVlW56n5lVFyVYUJY0bm8mxsz9NuxaI/ahuzZWj3z/Di150P27ceBxB4MO270S324Vl2ZVsE6EgYYc4mChKKi/DmS7S6WG3mnLyZEzTQKdjU6lOQ+Cco9t1kWUZpJStnSwq4bPqrTiE9uVFMQaksijFsrAk4rB1jh0GxjiytaKPYpSOcF3cXsq2Es2mLCFsVdmW6jRpo9/vNrJsq6WPnIPQ3W1SNU04ftOXktWsexhjSJIEv/mbv473vvddeOSRLyBJEtx77334tm/7H/CKV3zVybeJUJCwQxxMHKetKwPQjTJKNVzXhmkajSrVabNjZyrSRWCMQQitlY0DyaEcHoQuqIydGcfOYsYOOFZPeA3k+dUlLsN0CO60d3wgduE4iyspM/h+CN/fXLYVRQmk1K9sq83P30MgR91hNOH4VZmxk2UZOOd4//t/G+9733vwDd/wjfg7f+frkKYSv/Ir78LP/dzPwrYd6opVESTsEI2AymquYv83+kWnMwAYDEbaPxBn0f2tzb4sinSWRa2ddadtw5/K2BkLO7t0xWKb2qBPGaQDcL1tXETDWF22ZWldtqXLdtYJcqcfRrMcO6enOHZ/+Id/gJe+9CvxTd/0usnXvvVb/3s8/PDn8bGP/RcSdiqChB2iEbQxPHQX9j0+VXY6I8pnvUjXvlKeJqH5HHUvZrticRhYythhAvkax842i6JhOgQrKZeMaDZVOADmy7awomxLjoWe+pZt0ZxtX9Z3YSOupgnCGGMMWVbtPvR6PTz22GPwfR+dTmfy9cHgEs961rMr3LJ2Q8IOcTD1EFVoYbqZ3Y+PmiRW2ens+KhrV/+3N9sgBIfnuYjj1SJd9fcwQWyPEnZUicpax85SeRbAYCDfwrHzmqe+BoyeKYQmXFW2FcfpxM1Tn7Ktdjx7y4ZanR+K/tddlfNWIQQA4Ou+7rX46Z9+M97yln+Nl7/8FTBNA7/1W/8JURThgQdeUsm2ESTsEA2hHuJSfdnl+DCmWplzzlvQJanJ+zbFsky4rgXfj1YGnTf6FG9BFeMHjVeHI8edrQyYwFJuzrpSLGOl4LMIZ20uw9L/jfZpqd/x0qFsi8bA/WiC46RKmpGxA1R1DWRZhs985tN41rOeje/7vu/Hz//8z+Ltb/9pcC7wpV/6pfgH/+B/wjOecW8l20aQsEM0BMrY2cy2C9fC1ZEkKUYjfVuZb0txXHR/yG+i07FhGAKDQYAsa0bodTMoc7xqn2MxQ4YUSthhTCBfane+RtjZshSrzdCjdDfq/gxZLtsSsG1zqWwriuITdzjV3zlRFXTY9qcJLu0qS7F+//c/hA996IN43eu+Bc9+9nPxhje8cfK9973vPfjjP/5D3HXX3bBtanteBW1+JUU0DpqNrufqhZ9lmeh2XQRBhCCITrNZtaCZ1w1jDL1eB4wxXF76V4g6bRdG9RdG2nb6cmSQmcoOMfgKxw5b3RWLMWNN9s4UTlMjWjg2GCklfD/E+fkAjz9+E5eXIwBAr+fhrrtuw7VrfXQ6zqTk4li0bcwqiyYIE1XShONX5XztPe/5ZXzJlzwf9933TABqPElTJQjff/+D+MAH3o/Pfe6zlW1f2yHHDtEIlGOn6q2oL1c5djodB4bBW+jqaOZ1s2voteZznNbTxvOXI5uEJzMI5EgXpLl1WToG8itKsW63b5/82zSNE7sYCOK0LJZt2bYJyzpN2VYbx65DqbtDrO404fhVKU597nOfxXOe8zwAau1VCMBSStxzz9Pw6KOPIE3rGdjeBkjYIRpBnufUmnYjqx0JnDN4nossy3B52fzSq0V0f7ivQlnsrUaHXpcNZXTpR44cMleTR8EM5LlcGOH46hucrSvRmnKnfSf8NETHcGDbFgk7xEaalHmS5znCMJ68EJiWbTno97tIU4k4LqdsqwnOiWpozvVWBU247qrchzzPEQT+3H8D01Dly8tLKsOqEBJ2iIPRfHxsBasWrqZpoNOxEYbqTVx7ac6KXtnnOQYDf+f6axI2CJ3IkU8cO4KJFaVY67J0zCtLse6y78IoidAxHAjjuOUoRDNo6jxIlW3JpW5b/b4HIerabavZqEV91VuhL80Qdqobc172sv8Kv/Zrv4r77nsmrl+/be57H/zgB3DnnXfh2rXr1WwcQcIO0QwoPPkq5h07rmvBNE0MhwGkbFPp1TxNKeErnFdSZhgMdndeqUlOAw6ERpR/3bXt/OVIxxk7nJnAUngyx3IL9HHZ1hWlWHdYd2GYprgTQMLaLHoTxDxF2dZwuL5sK4pixPHVZVtNcjqdEmp3fij6X3ec88qugde//r/DD//wD+Khh34Cr3rVq3H77bfDMEz82Z/9CX7mZ96G7/7u7yFhp0JI2CEaAZVSbKY4PowxeJ4DABgMmt7KvB0UeTrkvNIHyzLR6XSRZdlOC6H1NEOg3AXG2KQUi0MA+WJZyPp251c5du6w7sYgVgHyvG0HltiZtr5UWle25boOzs62K9uiKcg+6C9MVElTMnaqisO8556n4Yd+6J/jHe94K974xh+BZVkYDgdw3Q6+4zu+G6997TdVs2EEABJ2iMZAjoNt6Pc7WwfqtgEleOl73TiOBds2S8nT0fgwlMDpxo+i/fz5+QBpmsK2rbmFUCHy7JJfofskdV+mpVjGcrtzJtYIOFcLO2fWNTxRlJ4IE0BQwtbqg85jYlXQS5Llsi3LMmFZ5kzZVjIReqTM6DrbkyYIE1XSnFKs6vbh+c9/AX7yJ9+GmzefxPn5OWzbxtOe9vTKtoeYQsIO0QjIsbMZ2zYBgAJ1l9D34e55DjjnuLw83Hml+RznYE4xfjDG0O06yLJ80n5eygy+H84thGzbRL/fhRB8xs0T75yZ1HQYw9SxwwSWS7EEsKrkil3dFcvhDkbJJQDAFlYJW6sfui98iOophJx1ZVt5nsO2rQPdiu2jCcJElSi3i94RBHUpY7zttttx2223X/2DxMkgYYdoBJSxsxrGVKBu0TGMwg3n0VEQ5Jyj23WQpnKvPJ3VkOPtmAjB0e26V7rlioUQ4INzPulw1u97kDKbuHnUz7QbBoY0mzp2Vgo7Kya+bAvHjiNsDNMIcRbD4u0Udojt0e0ZUgWLZVuGIXDbbdd2KtsiiDJogjDWhH0gjgMJO8TB0NhST4Tg8DwXSZJiNPJxduaBarNXoc+svOhkFgQR4rjcyS8tTo6DZRlwXRu+H+20YMmyDEEQIQhU1kvRjabb7cAwxHgRlCCO21lWOZuxw9iKjB0msCo8GczAVeYnR9gYJBGyK5w9BKGgLkW7opo25Dg/V864admWcisulm0RU2hRfxhNKGWjzmjEOkjYIRoBOXbmWbWYLNwp9DCYRZ/QWcexYFnH6WRG18RxcF0bpmlgMAgOtn4X3WiAaVlDIfQwBqSpRJKkrXHzKGFn7NjBcrvz3HgBuLgdwnwxZPL/zXxHIF8l+MzgCgvDJKLFE7EDdK3swuJcZFq25YNzNhZ6VNlWnmPSUp3KtopSonYfg0NogjDWhH0gjgMJO0Qj0LGk5lgU4azLi8mi3IYeBgU6PBcZwySTgDqZHYeyQ7Tnz9mo9Otssayh1/NgGGLi5kmSdOLmaWqmFgNHOsnYMQDMOHbEvZDu6/Bfbv0OXnTt/8DwxtdMf4+ZkBtOCAeHwQ2M0hiMqRJWzrn2mQwEUS/Wz0WybLlsS3USpLKtKTQP2JcmiCLk2CHWQcIO0QjIsQNwzuB5LrIsw+XlcvYKiV/rqO9BmS2nK0pyjkPb75/yZkgqA+kU52xKlmVIkhzDoQ/G2CSEudPpgzGU1FK9XnDGILPZ8OTpAi9z/lt87Px38OnhH+LF118FYTwfMv2z8XcFsg3HwBY2QhkjylLlBIK6D0nYIdZBTtjd2eVxk6YSabqq29a0bKsQsttQttUEYaJKmjHXoWuAWA0JOwTRAExToNNxEIbKrkxshxIEq96K1eybzbIPND8oh+I+PEYG0rbkeY4oihFFMYARhBBjkWe+pXoUJUhTfd92zzt2BJBPRTRpfy3+9Im3om/ciTDNwO2vnRF2Nocn29xGkMaIZDr5qSJ8vi2QULEr5ITdnf0dB8tlWxZs20S3246yLbo/D0f364JzcuwQqyFhhygFcoNUh+taMM2rs1fI1aQPZWazEKfBcdTi4hgZSIcgpYTvy4WW6hbOzoqW6vHkbbdOuQ2ciUnGjnLsjAVt1ocw7sGjwSdxx7X7cBlJOOJVYPjJ8fcNZBsW4Y5wMEqjsbCjfk6Idgk7dXYxEs1AiROHjzeqbCtCGCphtw1lW3Vpda0rTXE8NWAXiCNAwg5BaApjDJ7nAKDslX3Jc/Xmoy4U5zTPj5PNctXfbjOH7L7nOeCc4/Jyl/uwvOOtruPtfna2Xfq6luo6LILmHDsQmLQ7t+7HjeDPkSODxTs4j0I859oXw79UP8NgbCzFcrgDP40Ry3Tyc21z7CjoebIt5KCoD+0o2yK3xiHoLuwUczWd94E4HiTsEI2hcKS0YbAzDAHPcxBFySRg8CrIsbOKIlC6eoRQ2Sy7nNMyacN9s459d73ItZIyw2CwnGt1Wna/jte1VO/3PQghar0IUp2txsILE2BFu3Pzy/FX/icAABZ3MYhSPOGfo2t8EbL04wATG9uY28KGn6qMncLB1E5hhyCOx6nmauvLtjrI81zLsq2y3E5tRXchtpjG0zVArIKEHaIxtKWdd/GGfTQKd+p4Q+Vyy9TlmFiWCde14PshkqSZXYzqze4CXyGu1iPXqpxBr2ipPhxixSIomwthrhLOObKZ9ubKsaOEncx4AW5EvwcAcEQPQz/BHz36JL76rhchTj8OwNxcijV27ERSFh6gWrn6iDpCpTE6sLpsy1rKH4vjpNaORXpBdxi6vwCenn8ad4hlSNghGsPUkdLcgW6/ko+C+rhT6kP1x2Tant7XKuOkzewrrurEqkWQbVsLLdWVqCXl6Y/BrLDDGAcbCzvM+CLcCH8BAODwHr4QRfjYjXP8zac8f/zDYmO7c1vYGI3DkwtnT07DJrGBNrxQKps6LK5V2VYA3w8A6FW2VfWx05k6XHuHQKVYxCZI2CEIDZhtez0a7VfyURd3St2o6pgwxtDtrm9Pf2rU9aH3hOcUdDo2hGifEFcsgkajYK6luue5AE7bUp1zhgzThZYKT5YAHHBxO27FDwMAHNHFZRTikzefRMr+BhgwzthZv0hzuINRkiDO0sliXebNFO8IgpiiS9kWPafbDTm2iE2QsEOUQh1Eg6ZmyJyy7XXbqGpuVK8ynoL2ThS3Gb9mhbjq83TmOfX4u31L9fgojibGGLJ8OhYycLA8AYxnIs2GyMZFVLbwcB4O8Zc3n4RlfZXqm8UMyE3tzoWNYaQcO2Dq52ZFpDZADpRdad6849jU/Rqrc9lW3Y9dnWnCEoGEPWITJOwQjaEO4lLZTMt0Dm973VTh6zBOX4rVhjKeplF1sHXdWddS/dq1HhjjM2+6y2mpzth8KRZnAgwSubgXaRZNvm7xDm6FN/CFwQCG8JCyPgBjYymWwx3cShJEWQo+HhsYZScTG6Aw233Qq2x+VdmWbVdVtqXXsasX+osiNN4QmyBhh2gQ1eellEXRbacuZTpN5dRiYJGRVMcynraEj+/KMR1z5R3veo19RUnDYHCslupsrjyKgSPPU8C4DynE5Os2d3EzCJADeGRwA7cbzwIgIDd1xeIO/DRBJCXEuBuWwcXanycIYnd0f9YUYxywumyrcPMco2xL92NXJU1wuzRhH4jjQcIO0Ria4tgxTYFOp/wynTzPqW1vRXCuynjStH5lPPO09U3gamHEdW2YplGKY26RJoxV27C+pfrsm2411m17jFUp1mxXLA4gQ8KegzyfijAmd/CEr+63z15c4M7+fWDM2vh3rHFXrFAmEGOrjsUtAKMd91xn2joOEKejOdfYqcu2aGG/P+rYVb0Vh9GEfSCOBwk7RGNoQqmR46i3PsNhULsuDE3kFNdMIdQFQfVtojfT7pnC7GXAGCahwIPBiCZRJTJtqb74ptvbuqU6YwzpTMYOZxzIU0jj2XM/Z3IbTwRKkPnEzREevH4fAHPudxexuYNROkQoExicI81SGJymSsR6aKG9O012nWxXtqXGuP3meXrPc6ukCWVMNN4Qm6DZCkHUAMYYPM8BgD1bmV9NE4Qv3dBJqGuK420fZm83zlWeTpKkE5dJ3dH13O3bUl1l7MyGJwOABBNPBZtZ9Bjcxo2REnY+c36JhD0HNjvfGIZsTxw7KQzGMUwC9CyaKhFEuWg4YO3JfNkWnwg9SszevWyrCeJEVTRBFGnCPhDHg2YrRCnUYYzRVbgQQqDbdY4ezKrr4u+YHOuYMAZ0Oi4YO55QR5SPaRrodGwEQYQ4pg50p2Z1S3VrpqW6EnkYY5Bzjh0BIIdl3IY8U2/JGTg4OG6GKtD5sxcXyPhzAPanG9uX28LGKImR5TlkniNME/Ss4+0zQbSRtooTWZatFLPr0G2rDTRBFGnrvUNsBwk7RGPIc5VlohPUIalqyg+d1dHxMUWv+6dsOh1bC3dVG5hvqY65luqmaeAymHXsMDB+G/zUhyWUCmNxd07A+evLC5jGPYD8BNLsqlIs9TeTTCKW7RuX6QXAbjAGlBzBRbSEWTEbmHYULMq2ik5bRQYZ3ZuH0YQSQMrYITZBwg7RIOrVGeYqTt0hSVdH07Ep85Do7PhQ10fVW1ENnueAMYaLi5Gmb8L0Gvv2Ybaluue5kGxe2IG4GzdG57j37B4AhbAz/ZlHhwM41u2QoY1sQ1csR6hSLACIsxRSquuBc1a7TnbHRMvboDIYsKG8j1imCc6JYzAt28KKsq1sUq5Fx29f9A/tpnNPbIKEHaIx6CJczDo6RqM6d0hqPmU+G4sOSuT40IdptzLlyqDJkh6orlizpVgMYHfhc4NLPPPavQAAi3fmHDtJlmEUDdERT0Warw9mdoQNP1Xfj6WEzNQzpW3CDkEQ1bKqbMtxLDDGcOed1ydlW1GUIE31epFUFU0QRXRY5xDVQb2PicagQ4aMZRno9VyEYXTyMh1dhK/TcrjTgTElDgjBMRiMSNTRBMMQ6PU6iKIEvh9pPdnTYewrE8YwJ84wcIDfjU9f+siRQTATlnCRZvNlVI+PzsHF0zZm7LjChi+VYyeSKbLxdcEYTZeI1TShvOPUNGGBfWrSVCIIImRZhhs3bo47C3KcnXVx11234eysB9e1wTmNVetownXXhH0gjgc5dogGUe9yhE7HhmEIDAYBMirIrwWHLoiF4PA8F3F83ODrU6CORX3vnzKpR7ZVO471cWALXbEYwO/AXw//GlmewWA2LO4iXRhnPz8Y4Lm3vwAy/8TaT7a5hWDs2AllgiJip12LJbo2CaKeqEV9ni+Xbdm2Ccsy0et5yLJsks+jyrcq3uya0AQRloQdYhMk7BClUIcxpq5vrTln8DwXWZbh8rK60qs2LdxPgWUZcF0bvh81pHtFDW7iE9DpOGN31WmyrYjyUY6deOa/GZi4jsf8IbJcwuQWLN5ZCj7+9HmAv8U40nz9/WpxA5FU3w9lCpYpQUe3YP7DoXtje/TP7Tg1FDi9H+uEiSzLEARTJ/i025aLs7M+0jSlsi00QxRpwj4Qx4OEHaIx1LHUyDAEPM9BGKoHarXQYB3jhwAAIABJREFUg6AsyH2lH0XJXJZlGAxWC6x6v82r19h3XBbanY/3/bHRcM6xE6eLjp0RAKztisXBAcaQjsOV/TSBnZnqe61y7BC7ULNphyZQ4PQ+qDnu1Q+p2W5bjAGmqbptnZ2t7rbVFpogilBXLGITJOwQxJFwHAu2bdYmTLeujiadmBUHqnRfHYMmXx9CqMDyKFpfMqf3REnrjd8ZFZ48k7Ezzr95zB9B5hIGt2BxF8GCsPPYcAgAax07JjcRy+nnhjKByIzJ32wLeguc1UDHazfoGtufXY/b+rItq3VlW4zpH4LfBHGKOB4k7BCNoS6OHcYYPM8BAFxe+rUZgOtyfOrINpPMwn21SRzQn+ZdH9OSuRBJsilPp8joqsf9ugtNFuVWsRyePHbs+EPIGceOv3C+Hxspx8668GSTm4hn3DyjNIYDG8C0hK8oZ6jLuE7UAT3HjWqhY7YPZSzqryrbShIlAkVRXGEG3XFQcz29rzty7BCbIGGHaAx1WNwIIdDtNn3x3yzUQ37zJLMeYbvHpnkzhaIFPZXMNYtFx47gSnyJZAqZZWPHTgejYL789bHRAMAGxw4zkc6IPkEaI+PqulFvvFM4jo1+v4s0lZPFTzMytoh9qXreoSPk2NmPYyzqF8u2LEu5ea5d64HzZpVtbVvKVmeaIE4Rx4OEHaI0qhdWqu2K1Y7Ff/toS9hu9fdvecy65gaDES0gGoicEXYM3pn8O80zGMyCI3p4LJ4X1x/fwrGTZLPCTgJpFu3OGYIgRBCEAIrFj4l+X2VWFCJPExY/xO7QGLMrDXnYVMLxLrY8B6IoQRQlGAzWl20pQVvHsi39y5jIsUNsgoQdojFUuTD1PAecN3/x30SK62bxQVl0M5NyfdguUT+KFvRJkiAItnfNrbsOiHqSYVbYcSf/TrMMBrdhiy6GC8JOMhZcLG6t/EyLW5Azws4ojZEZ6oLIFxZTRWbFcOiDcwbLUplqvZ4HKbPJG+4i14IgiCnkOtiPU+erLJdtGbBtE91uB4YhkCSpVmVbTRBFmrAPxPEgYYcgDoBzFcqapqkWi/+i5TlNqGZZLsWqVzezU6L3W1TTNNDpNKkF/fa0KT8rQ7bkurmIxh2vZA6TWbB5BxdRuPL3k2z1PW1yEzKfum0CmcAyjMnfXLs9WY4wjBCGavFjmgYsa7r4ieN0LPTEtQjSv5r2XEvloH95B6EHVb98SNMUaZpuKNuKx0JPPZ2LuguK0+e8vvtAHBcSdghiT4pQ1iCIEMe6LCLpYbDIotOr6GbWtpI6Fa5d9Vbsj+NYsKz6dKE7JTpPVPchRzaXsQMATwZKWI8Lxw73cBndWvrdj934PB4NH135uQYzIGeOZSAT2GLc5nyHmyNJUiRJsfhhsCzVatjz3HGHmqmbp77nrq7bVT+qXmzrCL1g2pf6iIhXlW0p52K9yraact01YR+I40DCDtEois5Pxx70Oh0bhqFfKCuVm2ymKKmrUzcz4mo8zwFjDIPBIedN365YbSPHck7OjXH2TZKpjB1LuLgVPrL0u0/4Ac7Ms5Wfa3IT2YxjJ5IpDCEAqNLMvbY1z8fZO6oszDAELMtCp+Pg7Kxby1IGekYQRD2p872pQ9mW7sLO1LFDcxViNSTsEI3i2MJFkbuSZRkuL0fH+SNHhRavi+R5Ps5lcZCmUouSOkLBORuXQkqMRqvLbnZBZ8dSm8iRzYUnA8AThWNH5jC4DZM7uBks38uPDwNcO7u28nNNZs6NjIFMYI4dO4KLUra96EDj+4ulDH0wxiYlW9RSnWgyui+wq0Kn4zZftsUmgfPXrvXAGEccn75sq87C2DYUwo4u1wBxekjYIUqjHl11jidcNCF3pR7nqF4wxuC6zrikTs/zWgZ5vr8roQqK+zEI4lLOG82TdCJHtuDYeSJQQnsoVbtzkzm4FQZLv/nIaIgX33X7yk81+bywE6bpRNgxefnTpflShhGE4LAsi1qqa4ZOi21Cb3TNUpt1Ll5VtnXMeZju9+pU2Kl4Q4jaQsIO0SiOJVwUuSvDYQgp62GX34eiVI1QOI4FIXjrRR1FIYrWH9s24ThW63KQ1tFGwTbL54WOT5w/CQCIpIQhbJjcxhP+smPn85eX+NvWM1Z+pslNzN4DoUwgOIefROiYdnkbvwYps40t1VUuD7VUJ/SHOvvsj87CRMFi2dZi4PyxyrbU/Fff46d7+DNxfEjYIRpF2cIFYwye5wAA5a40CMYAz1MtkpMkpRb1GtHpOBCCcpDm0UeUK4McOeSMsHMrOsf/9dm/BAAESYrbHBcGt/CEv1wu+9nzc1y3Xrjycy1ugc0JOykMzhEkyUmEnUXmW6qvesNNLdUJnaHxe1cYY42cr6wKnFdlW7MlqkrYPmz/9XbscK739hPHh4QdolGUOd4JoVqZR1GCMIzL++AKaeOb/UVUno6LJEkRBNFEuGs7db82GFN5OlmWHTEH6XQHQKeyt9rB5h07PbOLm+Oyq0AmsHgHHBw3w+Xcpcf9EXpGf+XHmswEZ/OOHYNzDKIYt3dK3ocdueoNt34t1ZsDuU92R/esk6pQw1OzD9x82VZRoqpcuv3+YWVbul93NNYQV0HCDtEwynHsNLfUo11v9hcpWtT7fjTJrKi7oHE66nttCCHQ7R433+rU7d7VdUdv3/Zj6tixuYdIJogzNU4HSYyOuLbUNavghj9CR7grv2dyExx88t/BuBTrsobC/uIb7sLNU7RULxY9cRzTQuAk0EHeDb1LYqqjfc8MVaK6uWyrcPM0a76+DM0ZiKsgYYdoFGUs0ouW14OB3zjLa5tFDNe1YZoGhsNg4Y12fQUNQuWMuG4TRVZiXxgYMqhroWNcw3k0LbkapQk842wpg6fATxIADDa3EWXR3PdMbkKwaferaFyKdR4shzDXiTzPEYbxxFl6aEt1ymEjjo3uzomqoOO2f9lWE0SRJuwDcVxI2CFKow5jzSEZO5zzcevktMEtr9snYszmJA0Go6XrtM1i1yx1PA5KjBONFFnLpm7n7rhMHTsdcYZb0XS8HiUJXKMPma8vR0ryGH2zjxvRjbmvm8yaK8UK0gSCcTzh11vYWWRzS3XMhTCvWyTQ4mF7aLG9D+TY2Qda2M+zXdmWGuvSNNX+PqXzT1wFCTsEgWmJjuqO1Ny2snVcvB+TJuYktYFCjMtzFVpObKZt8zzG2MSR4xpnk1bnADBKYriihyRbP46nmUTfWBZ2LG4tZOwox87FuEsV54BuzahWtVS3bQuO41BL9dIgkWJXSAzblxZN4PZgc9mWWvJ2Oq62ZVuUsUNcBQk7RKPYx7HT6dgwDAODQdCCFrLtcewUJTy+HyJJ1j/AqQV8QT2ujSLcOo5PK8bpLXrW49ydklnHzhOjaUjyMIlhiw6C9Hzt7+Y50DeXA5RNbs0dxUgmEIzh1rgUizEOQO9nhJQZfD+E769vqc4YtFz0EETToXbXuzFbtmWaAmdnfRgGR6dTdret00Dnn7gKEnaIRpHn6q3qNnDO4Hmqy87l5XJb3Cai9+J1e5RYRyU8u1CHa8M0DXQ68+HWp6N94oiuMEwdOx3jGj7tzwg7sXpTm2wQ6XOsEXaYBTYTnqwcOwJP+so1xjlvXMepVS3VOx0Xtm3Btq2ZEGZqqb4Ocp/sDpWU7Acdt0NgyPNivl+UbVkry7bqOt7R+SeugoQdomHkAK5WdgxDwPOO22WnjuwifOnIbEvsXUp4qhY0CMBxLFiWuSLcmiDmYYxNHDsWO8OTwVTYGcTK5RVvcJywXKC/ouW5yc25sSDNM+TIMYzUZza9RX3RUl0IgTDMEccJbNuaaameTMq26B4lCEI3ZjURVbYVIhg/P3TotkXucuIqSNghGsU2rgPHsWDbJobDEFLWY7A+HdsJXzqyr1inSrGaeUx0wfNcMAYMBj69jdqTts33snE7c5uf4WY4DTcejB070QbhQeY5zszrS183mQm+4NpKpEQklYjEm6yKr6AoYwCw0FK9MwktjWPl6Gn3bUsZO8RpIMfG/lx17FZ121IOxvqUbTHGtMt5I04LCTtEadThWbMpL2W2O9LlZTsXkHUotzkGtq26IFBL7P2pImuIc+WwShI5CTskdqdtQxljHDJX4q0jznAe3Zx87zJWb1+DDblaiczQM86Wvm5wc+keiDOJcEbcaAOMLYdEr2qpbtsWOh0XZ2e9Wr7dPhVUikWcCrrW9mcXUWy229a6sq0qylTVPpCyQ6yHhB2iFVB3pILm5Yh4ngPO+d55Ok0Vu+pO4bAKgrgW9ex0HegDA0MGJR64Yt6xcxEpYWcYrxcXIpmuydgxwRbGx0imkOPFQHscO1c7UIqW6rNvty3L3KmlOtFOqLPPIZA7bF8OcTutKtuaLVNVwraayxxT2CbHFnEVJOwQjWKV66Bwc1zVHakNNGnxWrg90jTDYHBIS+zmiV11R7Vbpjyd8mjXNczAJo4dz+jNCztjx85og1gYpRJ9t7f0dYObWIzRCWWKnm0BAIRozzHeZfE4+3Z7XUv1YtFDLdUJBS1O94FEsf0p0+20WKY6LdtSZeUqi6z8si06/8RVkLBDNIpFYedQN0fzaMYCsMzw6yaJXYdwquNQ3JP1K4dsxr3RBhjjk4wdz+zhVjgVdv00RZ7nGCXrnZlhmuBuo7v0dZOb4As3QSgT9B1Vwsu5KGPzG8+qluq2Pd9SvcjnacJzmd6i7waVE+0Ptbven2Pdp6cs26LzT1wFCTtEI+Gco9t1kKbyQDdHs2iCiDENvya3R7kcV9goOpZJeajDilikCff1LijHTgoOAyY3MVgQcTJkCDYIO36SoGO4YGDIZ5wDJjPAF8LlgzSZOHaa3hXrWEwXNNOW6lVnVRBVQuVE+0PHbl9OJcAes2yLHDvEVZCwQzSKPM/BOUOv5yIIIsQx2b4X0XkB6HkuOC83/LqK0OC2UabD6li0TRzRGc44sjyFa/QwiJdFQuXYWT/2h1Iilgk6ooORHE2+bq4oxfLTBF3LBgDqnlcCRUv1Iix9cdEzW8JAwn0zIcfO/tCx25+q5nlXlW3tkkdG7kDiKkjYIUql6sWR41hgjGEw8GlSuAL1QNBv9aocWO64FSV1TzoGx7p3LcuE61LHMqI8CseOK85wuULYAXL4m0qxkgSBjNE3+wvCjrEUkBykMbpjxw4Jf+WzqqV6IfTMljgkSX1bqtOLgV0h1wlRDVWLIuvLtmz0+90rHYw01hBXQcIO0Qg4Z/A8F1mWIc9Bos4aqhbe9sE0DXQ69lEdWLodE13odGwYhqCMK6JkGHJkcEUPt6Jg6bt5zhCk68eKIE0RZyl6Rg+P4JHJ101mQiy4ckYyhmcWwk47BoqqXAHrWqrPlzDUr6V61YtF3SDXyX60ZPg5GowxZFm91gabyrZ+7/d+F29+85vxohe9GF/xFQ/ihS/8MjB2x173zsXFOd74xh/Bww9/HqZp4ulPvxf/5J/8z7h+/XrJe0RUDQk7hPYslnlcu7YcikkU6OXYcV0bpmkcNU9HVxdT+ZR3HBhj8DwHeZ7j8pLydNZT1pvrdl3DOdRY4IgeboXh0veDNMVjw+Ha3/eTBGmWoWfOd8ayuAFjQdjx0xie5QJoj7BTF1a1VFclDNOW6sXbbRJXiOZDZTiHoEMZ06yD8RnPeBa+9mtfjY9+9CN497vfhSzLcP/99+P++x/EAw+8DF/0RV+85DBdB2MMf+/vfRvuv/8BAMBb3/qTePvbfxo//MM/crR9IaqBhB1Ca4ogXSrz2A5dHDuFMAAAg0Hduic1k7KuDSE4PM9FHCeTN+96oG/Wki73dRlwzpDlSthxRQ83R8vCTppnGCTrSzb9JEaWAz1jXtgxuECGHB1hwJfp5Gdvt/oIkgSuaZa4J8QurCphsG0LnY6Ds7NpS/UoSpBucGuVTVvuuzLRYYFdRyg49zB0c4p5nodv/uZvwTd/87cgDEP86Z9+DH/yJ3+E3/zN38Db3/5WnJ2d4YEHXooHH3wpXvKSl+Guu+5e+1n9/tlE1AGAL/3SF+Dd737nKXaDODEk7BBaMrvwr1/b5DpT/zf7hTCQJAmC4PjCQJsWxcemKJvz/Wjy1kkXaAjRBYYMSsR3RB+fDZYFHFsYYPn6m9pPEggm0J1peW4yE2kmkQPoWy78YABAlWI5toFhHLdI2Kl/BsrqluoWzs6KlurxpGzruGWgJFIQp0HNU+ha2xedBUXHcfDggy/Ba17zdfiu7/pe3LhxAx/96O/jIx/5MN7+9ofwr/7VG/HMZz4LDz74MnzN17wKL3zhl6/9rCzL8O53vxOveMUrT7gHxKkgYYfQjqscAUWXI10H8GNSdxHDsgy47qmFgfqLXTpQlM0NBkHt6tiJ5sA5kI8dOzbv42a4LOw4wtg4zg3iGAwcnuhPvmZyE3GWAuDomQ4eHQs7QZrANg1chhHu9LxS94Uoj9mw0XUt1VUIs16CcxOh+dm+0HE7BN2vu9ln2h133Imv//rX4uu//rXIsgyf+tQn8ZGPfBgf+cjv45Of/As89NDPrP2ct7zlx9HpuHjd615/gq0mTg0JO0SpHFs4KCZrvh8iSVaXXhXboPH43UqqEgbqLnbVHcZUG3oAGAxGdN8RR4Yjy9XYb7EznEfzpVjmOHPA4GLtJwzjWLk+Z0qxTG4iyhIwCHRNe/L1QCawhMCtYDmkmagn61qq9/sehKCW6oSe0Lz2MPQXdtREdXEXOOd43vO+GM973hfj7//9b9/4GQ899BP4/Oc/hx/7sbdsnc9D6AUJO4Q2eJ4DzvkWHXYKB4a+A3ibYIyh21UdzS4vR1f/AlEbZtvQBytKYojToWs+0K4wBmS5cl3Y4gzn0Rfmvt8xLSRZBtdcP70ZxBE4Y+jOCDsGM5BkEsiB/oywE8oUpuB45GJQ8p7Ul6ZdSkUg6XBYtFRX2XyqpXo2F8K8K7TY3h3KitkP3YWJqtF9XDv0/L/jHW/FX/zFx/HjP/6TsCyrxC0j6gQJO0TtUYtHB2kqMRhc3WGHHBj6IIRAt+sgiqoL2i1K94jdME2BTsc5ahv6U5LnKpiXqDeMMchJxk5vybHjGSZknsE11ufhDOIYgrG58ORJKVaeT9qbA6oUyxQcjw9JdG4CqqV6hHBcwre6pbrK55Fym4YM9BJpP+iYEadGb2HsEGHn05/+FP79v/8/8Yxn3It/9I++AwDw1Kfegze96X8vcxOJGkDCDlFrijDWXRaPtFDfTF0yiIqyOupoVh+2LWMsutEdsw396Tl91lKZw1TV9/OpmHXsuKuEHdNCludwjA2OnSiEyQT65nx4cpKlkFmOnjFfimUKgUcG7XHsAO1xoaxrqV6Ul1JL9fIhl9N+1GHepjO6H79DnG7PfvZz8MEP/kG5G0TUEhJ2iNpSZK40a/FYPXXIIOp0HAixTVndaSAhsODqMsaiJJK60RHVwCYZOx3Dw61wPvumEHY2dbC6jCIIztHnU2HH4AbiTCKVOTrG1LETpgkE5/jC5WXJ+0HUjeWW6gK2bW5sqV71s1RPyOW0D1TCdhi6Hz/dhSniNJCwQ5RKGWPOoZkr5Ni5iuoyiDhn8Dx1brcpqzsV9LC8muLcSVmvc0e0C84ZkrGw4xneCseOEnS6GzIELqIQFhcAcljcQpzFMJiBSKZIJJsTdgKZwOAcnzsnYadtSCnh+3Kppfq1a10wxhHH1GVrH0gMOwQ6cPuirjt9jx8JO8Q2kLBD1ArDEPA8B2Go3ortA2XsbKaq41PGuSWOyzo3V1vOne7jRlsWTFkuYTALAEMk5xfWHcMCA9A1Nwg7YQiTC9yILtA1urgZ3xxn7EhEMoe3Qtj5/OXFkfamjmh+IxyJoqX6YDDbUt2GEBy3336NWqpvDTl29oEW9oeh+/HT3XFEnAYSdojaUOR2HJ65cvqsDGIztm3Bcco4t8dBCRp6P/SPRVuykHQ/9Wr7m79gYoxB5ikc0cMgWXaOeaYJzthcAPIicZYhQ47LOIAnPNzETRjMQJylCGU+F7wcpkrYuemrki/OObKsDaXBzb6ODqVoqZ4kKc7Oeri8HK5oqa6E8HZcL9vTFgG6bOi4tRvdHUfEaSBhh6gcxhg8zwGAUnI7yLGzmVOXqumRyVLX7To182V6nY4NwxC1yUI6PjoPHG04PwDAIHMJR3RxGQVL3/VMC3kOeNb6jB0ASLMMF0mAntkDgnFXLCkRSLlQipVCMD75b8MQiGNaqBPzzLZU55zBsoqW6t7BLdWbh87jbHWoeVtbxvlyaYIoRuef2AYSdohKEYLD81wkSYIgKKfdNWXs1APOVVbStm3qq6QOgdJ1oDgO8zlX9T535dHyk68JRVcsR/RwEa8WdjKZobOh3TkAyDzDIInQNVSA8sSxk6bwZrpiheNSrAIl7DR7cU5j4S4szzWyrOyW6s2CnAf7Q4dtP5ogilApFrENJOwQlVGUePh+iCQpb3JDjp3NnEL4mrap1+kNpf4P/jLgnKPbtRFFCcKwHLGVIMpithRrMTgZADqmiSTNNnbFAgCZZbiMF4QdKeHLGLfb025ZQToVduJUQghR4t4QurONSLG6pbo101JdiTzUUp3YBJWLH4L+x45z/feBOD4k7BClsu2YU5TnHKfEIwebsc4TyxxT1ymykvRqU5+TGAg1cex0nLHY2q4A0CYIwm1xWkikcEUPt/xo6Xs900YQJnCMzdMbmWcYpQk8S4k4JjcRZRKhTOGImYwdmcAYP08+c+sm7uv1S9wTom3Mt1THhpbqcWMzzUig2A9you9PE645xhgorou4ChJ2iJOi3ADOUctzmrBAOybq4Vb+AWIMkzeQ9c7TWUajTT0armuDc9ZKUac6yrsP23INMwZImcDhXXwhXBZ2+paNQRCid83d+DlpliOQKW4TPQBTx04ok3ErdEUOIM0z9B0LozgB5/RwIcpjfUv13qSlepHPo9MzlTgOdA3sRxNeeihxipQdYjMk7BAnY1qeEyGOj7dwpIydzRxD+JpmJaUIguXFlh6085qZFeTSVLYkJLmptKGckCFDCov3cGtFqWDPsnE+CnHnHb2Nn5JmGYI0QdcYCzvcwCiWiLIU5kK5VZJJXHdcDKOY3KDEHGU7AWZbqgvBYVkWHEd125JSTkQencV35Txo+jhVPuq40cJ+H5ri2NF9H4jjQ8IOcRJc14ZpGpqV5xDbUAh2vh9pO9lUYmDVW3F6lINuKsh1u5tdDs3ntBdBuddcOyZ8jDHILIXF+7iIlkXkrmnh5mM+rCuycGSWIZYpPON2AIDJTERSIpLppPSqIJIprjkOhnEEztsg7LRwMKwhUmYIghBBoNw8pmmMW6p3IQTXvKV6O8arMmnjHKUsmiCKNMF1RBwfEnaIozLbXWcwGJ1kUCLHzmbKPD4k2OnLKgddm8sY2yru6QZjgESihJ34fOn7XdPCpy5uXCnspFmGOJMz4ckmkkwikglMPv+7kUzRdx0MorhF1witIOrGtKW6P9dSvdfzkGX6tFSnBeq+6C9OVEUTOko1YR+I40PCDnE0DEPA8xyEoXqjdCrU4rQ1s+9KYIzB8xwAOJlgd0zads2sD7g+Tv4ScRracQkzZHkKl/dwET269F3PtPDozcFWjp0kl3NdsSKZIsqWHTuhTHFm2xhEUSvkDlp4b09Vx2q5pboB2zY1aanehpLR8qH7cn+26V5Xd5rQsp04PiTsEKWT54DrqoXjaBRW0NmBBr5N5Hl+UDmBEKp8p1ntsNtzzRQd6XQLuCY205ZTyRgg8wSO6OJiTbvzx84HYIzB4BzpmhKVNMsgsww90wMACGYizlKEMoVYGB+DNEHPcTCMY0jtSl6I41KPxVaapkjTVIuW6iRQ7EcTyomqogmiCJ1/YhtI2CFKp9t1wVh1nZGoFOt4WJYJ17W0ztNZRRtKkDhXZZGbOtK14TgQesMYg8xTuMLDRbxC2DFM3BoESLMMjjAwzFaLz7HMwBiDzU0IJmBwE3EWrczYCWSCvm0hSBIkVHJK1Jz6t1TXf5FdDfRw3h/9RREl7NA1QGyGhB2idOI4qXTRT4vTzexbdtTp2DAMgcHAb2hHi+ZeNFWVRRKnprnX8CxZnqBjeDhf4dhxDBO3Bj5klsExDQyT1cJOkkk4wsBl4qNrdGGMHTtxttqx07UsPHw5gKR2s8QMOrhP6tZSXYdjVkeaUE5UFU3IpyHHDrENJOwQpRPHacXCCuWEbGLXkNjZAOzLy9VOD/1pbnCubZtwHGvLssj23jv6O/3aM+HLkKJjdHC5oiuWLQSeHDt2XMNc+xmxlHCEiYuJsGMgllKVYi1cB0Eaw7Ms+EmCjCbWhOZsaqmepnLSbet4L+h0Hmergxb2+6O7KFbMTXTeB+I0kLBDNA5y7JTH1OmRTGzdTaSpz8pOx4EQfGuXFd07p4Xz8g52W85dhgwGsxBlCdIF94w5dtr4ocrCcY31U5xoLOzcisbCDjcQZykimUIslGKN0gQdy4Qfxy2Sz4jt0LusaLGlumWZsCzzqC3VdV9kE/qhuyhWPNs13gXiRJCwQxAtY1tnwm5OjybQnFXxrMtqXZ4OUS2ua8O2TWRZPi6FUIsnnSefpyBHDpM7GMbB0vc6poVkvPiUWQ7XXO/YCZMEHWHiPA7QNbowmYl43O58UdgJ0hh908MoTho0SqxHb+faaWnaoSrcPKtaqkuZTcq26t5SvYnoLk5UCWOsNGGySuj8E1dBwg5ROm15c9xkis5Jzc3TmWfX8rQ608yuZc2BMUw61dy8eYEsy8alEA76/ToEm9abHBks7mKQLOfrdE0LaaaOmcwyOBscO36SoONYuBUH8IQ3duxIRCsydkYyxt3mdfhJQqIHsURT11pXtVSP43QiSssdQsVJoNgPyibaH92P3fS5o7dDkDg+JOwQjaRwpdDkYZlNjh3OGTzPhZTk9NARyzLgujZ8P0SS7C4K6J8zsz+nEKSLzmT8qEPIAAAgAElEQVRJIhEEEfI8X1kKMRtsGkXx5C05jWcKkzu4DFd3xCram6dyc8aOnya4Lix8IbiFvjsOT5ZFKRZb+lnHEfDjBLwl9wdda9vSnoXWppbqeY45Nw9dP+XThJbdVaH7eoAydohtIWGHaCTFIo3GwO1pc+ekPC8376QKXNeGaRoYDIJGWI6bRnF/BUG8sYxhMdjUti247jZunnYEXxelWKs6YnmmNWlHLuXmjB0/SXCP6OBWHOCp3XF4claEJ887dkKZwDIM+IkSdjgH6BYjgPa6kxdbqhuGgGVZk5bqSZJO8nkWxyrdF9nVoX9np6rQXRSje4bYFhJ2iIZSLHJoIFxkVbtzx1F19MNhCCnbWP6h76J4trRnMBjRxG9vjncNWJYJ1909r0rKDL4frmhT3AdjmLQoVm/I27LIzGFxF+crOmJ5polkfHxTmW3M2BnFCVzDxK04gGtcg1mEJ2cpjMV25zKBbXD4SQzBODgXyLI2jpPEKmjMBdJUIk0D+H4AxooQ5mKsYnM5YsR+UOj0IegtjDShXTtxGkjYIRpJexY5+zD/dCjydC4vfa0ffIeg6/XCOR+X9iQIgsPzdJRzqYQNIyYoJ5VYmVe16zU3dfOMJm6e4g05ADiOjTzPG57Nk8NkDs7D0dJ3PNNCOnbsJKncmLEzSmK4honz2EdXPAMmV+HJSSbBwWBxjnhsy4lkCkNwjOIEhuDgnANo8jEmiP3J80J0no5VKkfMRr/fBWMMrusgDKMjtlRvHrq7TqpEdwc/OXaIbSFhh2gkbc4KuYpCxJiKAilGo7bn6ejn2DFNA52ODd8vc3KcA2ivslPmkDHvpPLXTCr3/4Ozbh7GgNtuuwYh+Bo3T3MmhDlUxs7NaFnI9Exr4tiJE4nOBsfOZRTBESYu4hCe0VWOHanuoySTOLM6uBEOAQBBmsDgArGUYFAlcgShoMX2VSzmiN1553UwhklLdZXLU25L9abSoKH8pOgujOi+/cTpIGGHKB0ae+pNIXr1ei6CIEIc0xszQC/HjuNYsCwTw2GwUzcSYj1ljlsqJLmDJEkRBMslQ2WT5+q+Ho0CJEkKIQRs25zLuyiEniaUWlrcxeWKjJ2OYU5Cw8Mo3RiePIwjOMJQjh3Dg8lUKRYAxJlE37Snwo5MYI7FnEhKEnaICbo7AapiOAyQZSNwzmHbqmyLWqoTx0J3YYTK8IhtIWGHaCTk2FmP61oAQKLADDo9Lz3PAWNs7AIpd8N1LUmrE9uGJB8TKSV8X07cPJalMrQ8rw8Ak6yLOI61uvYBdX2a3MVFvCyYdU1rIlSHcYKeZa/9nEEcweYGzuMAPdODwQTicW5Okkn0LXfys5FMJi3QwySFK0SZu1Q7SKwgjsvU5ZRlGYIgmgjgpmnAsg5vqd406J48DN0zamg9Q2wLCTtEI6EF6jKMMXieM/nvNk+Slql/KVbRKjtNJUajZbcCUT22bcJxtg9JzvNsIs4dOnFbJ2arvIuie81oZfeaQujRxc1jcRsXqxw7poU4VvvghzF6jrX2MwZRBEuMhR3DQ5rLSSlWJFP0zakoFKTTQOUgSdB1nZWf2RyovIg4HptEiiRJx+XhqqV64eYpWqoX5aU6itKHQffkIejueNHdcUScDhJ2iIZS/4X6KRGCw/OmIbvXrnWr3qRaUXch8HQukDbfN4ft+6aQ5JV/Lc+R5zmEUBN29d+ru9aVyXz3GjbptDW/cKp39xrGOC5XOHZ6lgV/vN3DIEa3v96xcxFFsIWBJJNIshSuYU8cO6FM0Den4k0gk4mw4ycJuNcpc3cIjaEF1z5sN77leY4wjBGGu7dUbxq6O06qRvf7VPftJ04HCTtEI6n7Qv2UWJYB150P2S2ODz0n6s+uLpBDaPN9s+++z4YkX15uF0KuRJwMjPHJm0TG8vH3pi6eIkf0WEJPnuczbh61cFIiTwdnZ2LGzVOfMojiUKxy7PRMG8NzJfgMwxj3WusF7PMwgMlVSdUgDeAaNtJc7WMoU3RnHDuRTCCYEnZGcYz2ip8EcTj7uic2t1THXAhz0xbBujtOqkb3jmI0Xye2hYQdonTqMPhQxo5CuQgMDAbBQreJwp1Qg5NVA+p6vXQ6DoRodyv6OrNPSHKeZ2NHz/R8qmuvuP4YGFPuHSHUz53azVOUQaxy8xSlEFVzES8LO33LxmUQAAAGfoiutb4U6zwMYYzFGj+d77AVyWRO2AnktBRrFMeQeT1ELoLQkTLGsFUt1W3bguM46Pe7SFM5cfM0o6U6zdcORecpFOec5oDEVpCwQxANhDGGbtdBlgGDwWjpgUaOnXqjzp+LLMswGLS9FX092bU8Tk3K8ivb+RYiT7H2qZubp+pQUzYWwC6jVeHJNh4Obqnvj0J4G9qdZwCyPIfFxZKw48sEXXMqCgVpAsHV3x3GMXJy7BBjGGNblV4SU46xQJUyg++H8H0l+Co3j9mYluo0X2s3apypeisIHSBhh2gkeZ6D83a2pBVCoNt1EEXJpDZ9GXLszFKnEiQhOLpdF2GYTBbVp6KuzqW6sXtIcj4nyuzC9m6e/KjX8KKbZxpq2kGeZ5N26sd28/CxyyaUy2/hu5aFy5ESfC79EO4GYQcA0jyDI0z46fw2B2mCjjEVdiKZTNw9gzACjZvEPHQ91A0VsJxgOPRXtlSfhjBX7z7cBspY2Z8mHDsqxSO2hYQdopHUaaF+SrZdcLb1+KynHqHBlmXCdU+Tp0Mss42otV9I8n6izurtW3bzcM5hmgaCQP33Kdw8i6Gm826eZPKGvGw3j8HXizVd08LFuGPcrWGIzhXCjhwLO6NFYUfOCzuhTGGM83hWOYWaBrkDiGNRxSJ7VUv1OrgPidPQDGGHXsQS20HCDtFQ6rFQPyVFHss2C05yZixT9eHYVTAgymfT5O+QkORjTSoZYzAMA71eF0GgxEDG+Jyb59giD7DazVMsnJSbJx4LPYe/HTf4+tycjmni1lCdm/OBD8e4wrGTZXCEscKxE6Mjpr+bjs9hxzAwOLGLjqg3JILpR9FSHcAK92E+6QwYx0ltzm0TxImqaMI9Suef2BYSdohG0iZHCucMnkd5LIdQ5fOSMQbPc5Dn2wsGx+LY4by6wrkqjzs0JLlsLMtEt9vBcOgjjpNJly3199XfNozTZ/PMu3kM2La54OY5LOviIhqt/LprmDgfqPDkW8MAthAbP0dmRSnWvFgzkjGuW97c15JM4sx1MYwjyMYLrzQGbA+9Sd+FurXtXuc+7HRcnJ31xp0BlfuwShdt3Y6bTjRBFKHzT2wLCTvEUahaWGmLI6UIcA1DtVDalqrPT/2oxuElBIfnuYjjTXlIp4RmDotMQ5IjxPHV3VW2DUk+FNd14Dg2Li6GkHJ5wcEYmxkDV2fznMbNkyJN0xk3jwXbNvfKuigcU+fRagHUMQw8MRa3bw0CWEJsXHaneQZbGPDlcsaOI+bdPnEmcd11MIxiZK24T9qwj0Q11PfamncfApZlwbLMmrRUr+9xqzPNEXb03gfiNJCwQzSSNggXqrWnuWceS/tK1TZRxfVimgY6HRu+HzWkHWvzOGVI8i50ux0IIXBxcblV2d5sNs9023IoQ8up3TwRwnA+66LXU/uzyc3DOUevp1w0N8Ng5efbwsDNCyXspFmmSq0MA0G6+v5a59gJZQJrwe0TyRR921ZdsWh+TYxpQpnHKdHpeKmW6ip7Z11L9UKYPvYznBb2+9OEl7zk2CG2hYQdoqE0W7jwPAecc1xe+ns97NsgfNUZx1FvAYfDoFZhjW2/Lor9z3Og07FhGNWEJK+DMYZ+v4ssy3BxMdj7M2b/P89n3TzZ+GuncfMUWRfDoSoptSxrLPRM3TxRFCNJUpjmVGh5coWwYwsDWZ4jmhFx0ixDxzQ3CDs5XGHi5z71ETziX0y+HsgEFp+fHkUyRd+xMYzicddFUPtZgtgZfUvXVrVUt+1VLdXj0nPydBLE6ojuohgJe8S2kLBDNJKmLlA5Z+h2XaSpPDBPp9nCV53xPBeMAYPBfqLc8WnzdZHvlXl0ClFHCI5+v4soiicLizKYd/NMF12r3DzHFHmybLWbp1g0SakcOAbneMJfFnY800SSzbuqlLBj4clgtcMnzSRsYeDxcIj/8Jn/d/L1SCYwx+3NC0KZoO84uDG6iRw5OBfIsmZ2rmvis/N46CtUVEGTBIppCenxW6pTV6T9aYIoQo4dYltI2CEaSRMzdkxToNNxEATxwROFpgpfdaYQ5ZJEbh3Ae3po5tDtdmoXkmyaJnq9DkYjf6csrV1Zbqe+6OZR/z6tm8cH5wzXrvXxf//1p/Gq+56LJ8JlYcszLKQL7rdEZvA2tDxPsxyOWJ4Gqfbmi8JOiq5lYRBFYGAQglcapkrUgyYJFaehmQLF1S3Vk4mjZz+XLi3s90V3YWe+IQJBbIaEHYLQAMdRgaPlle6QY2cVx5qkTwN4DxfljkmbBT/DEGCMIQyjrcSTU4UkO44N13VweTk8uZCwjZtH/Y8d3c2TSImPPPYwXnXfc8FXjF2eZS05dmQm4W4UdiRssfz9UCYw+HzGjp8m6NoWhlEMwRmwIPw0DVpDEMegLULYqpbqhdCzT0v1+Xw0Yhd0v+amZdMVbwihBSTsEEeh6gViUxw7jE07weybp7OKqs9PHVHHtvy3iUXI9XAYruxeRFRPEZKc5/lWIZinDEk2DIGLi8FEQOKcH11MWsUmNw9wfDdPlGd4dHip/jaW998zzDWOHWvtZyYyg8NXO3bMBeHGT2N4loVhHMMUAnnDhR1iW+hBSmymjJbqTZjPVoXujp2CJuwDcXxI2CGImlK0wt6lLGRb8rzxL5xrwaEh19XQrgnkbEhyt9u58udPFZKsOkDluLgYjIVYBksYMAxDCVBpCiZYZQ6w7dw8mGz7oXDGcCP0x/9eHrw800KyIOykqQpPXkciM7jGaseOWPgbQZrAMy2MxsJOSgMoAXJS7EpTFtmHMN9SnU1CmDudaUv1Ip9n9li1/bjti+7X3PT52cwyRqJcSNghiBpStMIOgghxfIw2mjkAWpjMMtsR6VAYU3k6UmYHhlyfFuV0q3orTkPhhqtvSHICfxwSzDmHbZj4rZ99P972/T+Le577FLzkG16Mr/6Wr8RzvvxZCEYBuCWQpmklXdZO4eaxTQNPBuo8LebfAErYWXzbnaRyo7ATydWlWNGKjB1fKsdODiBKUwjR5PGTFhAEcQqKsqwoigFMW6q7roOzs2lLdSH40VuqN5WmCDs67wNxOkjYIRpLUY6l22DoujZM0zhqK2wqxVpFOaVYRZ5OGMZHDbol9odzPg6yThAE8cx31l8DpwlJNtDreRiNgvFEf2zbNy287fv/HX793/w2AODzn/gCPv+JL+BdP/Ef4XYdvOhrXoBX/DcvxUtfcz9613oIRiEybFdWdgzKdvMwpsScUarup1Uum45pItlR2AnSBB2+wrGTLTt2/CTGUyxP/TtO0NvwuQRBrEbHOdkpWd1S3Rr/T80Ni7KtsluqN5WmZOwQxDaQsEM0ljIdGKegaLMMAIPB6MjbTeHJi5QhdlmWCde1MBqF1DGnpkyDrLdzw50uJFllLgwGo4kg4zg2ut0OfvBr/gX++P1/uvL3gmGID/3KH+Cjv/FHeOjDb0IwCPFr//a38crXvQz3Pv/p8IcBhCWQJKm22TymaeBmEEzycHorcnO6poU4WRB2ErkxYydIUniGvfT1ME2WHDsjGcN1lJgzjOON3baI9kCLLuKYFO3SGWNI0xR5nsNxLPT705bqURSTm2cjDHl++mdfWZAYSuwCCTtEgzlOGO4xEEI5CKIomQTsHRNy7JTPbFaLzm/SmrxQKUKS17nhFu+LU4Uke54L0zRxfj4NSbYME/Ewxrmf4Eff+0N47LM38Hvv/Sje89O/jvPHL+Z+/65n3IGf+tD/hof/8lH8wFf/r/AvffyHf/kueGcdfMXXfhn+5utehgde/SKAAxnLkdfSzaMEtFVuHs4FhnEEx1BTljPLWfrcjmEijueFnShKN3bF8pMYHW9Z+AlluuzYSRPYpuqUNYwj3Nm5Oo9JV3R6IVIHaNG1PWqRWvVW6AdjqjtgGC63VO/1vJJaqjcT3YURyvEidoGEHeIo1GEM0kW8KFwevh+dcLFFjp1F9u2kVjit8jzfOqulzjR1AtHp2BBie+HtNCHJQK/XBYBxSLLKOLKEic99/GH8L695E4bnI9z7JU/DS77hfnzV61+O1//gf42LJy7x8Y98Eu97+28hiRK88b3/DO//xd/FT33vv0E2M6EfXfj4wC9/GB/45Q+DMYbn3f8s/ON3/EPc+zeeDte24Y/CsZsnqUSMXHbz5GAsH/97euwZYxjGMa47StC5w/WWPqtrWQjD+dLHME7Rs9Y7doZJgqcbywLNqlKsQMawDSXsDKIYOQ2fBLEnzXzGHJNV4sRyS3ULtm2OW6pncyHMbUZ3MVF3YYo4LSTsEI1Fh5bnU5dHcNIyCV1Er7pTdC6L49M4rYjdmRXetg2yPoWow7kKSU6SBKPRfEjyB9/1+3jLd78DclzO97k/fxif+/OH8ctv/lW4XQf3v+rL8IrXvRQ/9p/egNGFD8MSeOyzN+B4Dvw14mKe53jt97wa9zz3KXjDN74Jn/rjz+KBV385Xvl3X44X/+0XQqYSOQeyPEeaVuvmGf/XpGTLMDgGgwh3OEqEue64S7/bNx34C5lWozBCr7Ne2BnFETrG2dLXV5ViBWkKUxTCTgQGmnAT9BzdFXKD7cvmC021VI8QhsrNU7RU73Y7MAwxbqmucv+kbFeZuO6OF3rOELtAwg5BVEDRNSnLsspcHjQhXWaXY1J0Ljut0+o0NGXyXYQk7yq8KZH1eAfAMAz0+x58P5yfiBsWfvZf/CLe+eb3rf3dYBjid9/zETzw6hfBHwR46H/8t7jrGXfgq17/lfjWH/lmnD92gY/97sfx3od+A3/2oU8AUMfhLf/Pj+Kue+/E9730h/HXf/EFAMB//oUP4j//wgfBOccXv+S5eNk3fgVe+Xdfhnue/RREUYxUyqWWu6di1s3DucBlFOHh4SXiNMWZvZyL07dsDC+iua8Ngxjda8s/W3AZR+iI1aVYxlK783gi7FxGERhjuPPO65OuNVEUU65WK6FF127oUR7//7N33uFNlW0Y/+UkOUmbDvYQB+JAUDaFtsjwc6AMGbIUFy5QEBXZqIBslb1EGQqK4GDvvffee4/SUjqyk5Pk+yNN2rRpoUDbtJzfdXFdNG1OTs583/vcz/0EGtkVJzJrqa7TuUXxzFqqF0TyuzCS3x1HMrmLLOzIFFgC1bGT2jXJ7u18k9u4b3KBt23ykuxsk6AgEbVanaOdy/KK1O2Qv0cSdxOSbLPZU9rUa7Db3aGV93uyrtGI6HS+IclqtQqtqEGySTwT8SSVnq/A4S3H/b5fEARGbhxI6XIl+TyyL5eOXwFg9tB5hBYOocYr7kydYcv74XA4ibkQR5knS3HtbAyfVPka/S1DhmU6nU6O7zjF8R2n2LZgNyNWfcv+dYcRNWoq138Wm9WGQiXgcDryRLwQBAXJNisu4MSVWJ59tFSGIzRU1BBj9s0e0putFBfDMl2u3mrz22HLiQuny4VOJWKU3Ndos8OOOqXFud5iRVAoiI29hUajRhRFChUKQ6F4sCZMMjLZpaA8NMht7kWcyNhSXYlGoyY42LelutVqzzO3Zk5SMISd/Lv+MrmLLOzIFFgCsdzIE96a112TAnHb5AcUCrxPvPR6k3yzDVBuF5KcHk/plclkxmQyo1arUKvVhIToEASFtzOJ3S7d0z4PDtai0YgkJem96yWqVEhmBz0bDaT4I8Wo27I2gxb3xul0cvX0dTbM3cbSKauxmKyEFQlh4p4R6G8Z6FilO0k3k32Wr08wsGHuNjbM3YZCoaBhhxf4bEwHTMkmHn3mYSbuHsHBDUdZOH4ZZw5cyLB+L71dl66TPuHPwf8y94eFAChVSipGPU3U6zV5vmVtCpcshNViQ1ArsNnubXvcKQoFJNkshGm0JBrM2J1OwjVaEq0W79+EihpOmSw+79ObLISImYcnJ1stfoUdALvLQSExyCvsWByp5Vl6m8370MAt5NjR6zNOmNzlD+4w0/zl5pFvDjI5Rf5/aJAX3M/xmsPhwGRyZGipXqhQCAqFgM1mK1At1fO7mJjfS8lkchdZ2JEpwASWKyU4WItSKQRI16TA2jaBwO3ELk9Zj90uebtSFFTy80Aou+eZvzwdTyilyWRGEAREUZ3SelyHwyF5hZ7suLVCQ90iUWKi3vtZokpN7IU4+jQcTGJcMmw/xca/3aLMUzXKEdmkBo0+epEPhryJMdlEeLEwTuw6Q/cG/bHfxoXUoF0dPhvTgTkj5jN7yDwKFQ+j5qtVqdcqitGbB2E127h0/ArrZm9hxYz1vD+oHa9/2pBhb49l+6I93uU4JAeHNx/n8Obj/NJjFsUfKUat16rSedyH6IIF9IlGBLWA5HDkWHaD0wXJdivhopZkoxWrJFFEG+Qj7OjUIkkGX2EnyWjJst15stWKVulf2LE5HISrtVzF7QIySXZvKZbBavU70E47YVIoQBTFlPIHt2vI81TcZrPlg/Mr4FcwIMjP18q8QN5ed0vOuTY89zO9PiXnLeXBSEFpqe4W4fPvQSeXYslkB1nYkckRAuEiFCiuFEFQoNMF4XA47zi8NacJlG0TWGQudqnVSoKD77ysJz8TCOfu3ZBTIclOp9MnlFKtViGKasLCQgBFipPHnmnnEUFQEBbmtrsnJRm9r4lKNftWHWL4u+Oxpwv9dblcnNpzllN7zjJzwN807fQKn/z4Lse2neTJao/z15VfuHTiCmtmbWLVjPUZ3CAfDH2L5p+/xg/vjmfL/F0AJMYls2bWJtbM2oSgFNwunKY1ad2jGZ3HfoDNaufw5mNcScnfyQxDgoFW3Zpy9fR1vmkyjIeeLEWd5rWIbhZBSGEdNqsdhUpxz+6mtNidDgx2G2EaDQajFYtdoog2mHNJCd6/CVGrSTCYfd6XYDBnKewkWixolP6HQTanRFiaturmNI4dg9WGdJuwe5cLP+UPYjo3T2CGmcqT7+yQvyeNuU0glsfnB3LrnHQ6nZjNGVuqh4XpUCpTW6pbrbZcbfhxb+TvUia5FEsmO8jCjkyBJRAydlLzdNwD+MBBduykJzOxS6t1P3UviHk6/sl/GTt3E5LscjlTHD3Z+54eN4/RaEap9HXzSFKqm8fpdKJSKQkNDcFisfgMlENDdJzYdZphb49Fsmc9qe8w5E1adm3EiPfGs2XeTq8oE9m0Jm17NeezMR24eTWefasP8d+YpXw66j0qRD7N1/X7c3rfOb/LdDqcHNlygjP7zhPZtCbXz91g3tilPN+yNpP3/YhZb+bckUus/m0962Zv9Q7gyzxVmjGbB3Fyz1kGtxmFxWTlxsU49q89zITPp1G6XElqNapG/TbRlK/5JC6XC4fTgdVmu6dzR3KB0WajtC4UQ5wFm81OkXSdsYLVIokGX0Ev0WAmSJ15KdYtixlR8D8MsjjSCTtpOmXprTacLhcqlYAk3dn3crt53KV+qWGm7rwljwjkKYGQkSnIyJPU7JNXrhPP/c5gSHkgIea/lur5XRjJ63mMTP5CFnZkZHIIjyCQ13k6/pAdO3eGTqdFEASSkx+sPJ38dGxk103ldLpQKFz35Wmjw5H6dFOhALVajSi6M1ZcLvdA2GTyFXVEpZrl09dS/aXKLEicyc0r8exdfZB5Y5dx9fR1n+UPXtzbLdI06M+pvW6RxiPKHNlygqm9/qBYmSLUalSdF9+qy8/7f0SySVw5dY1HninD2QMXMv2epZ8oydgtgzmz/wLft/oJi8nKkimrUYsqnqtbgehmEXwwtD1fTP6E2MvxXDx6idqNa7Bo8kp+6T7L7/lw/dwNFk5YwcIJK2jXpwXt+73B7mUHqFyvAsHBWuyShEKpyPYkwIUTg91GIVGL3mTEbHE7dtKiVamIT/Z17MQnm9CqMh/mJJotqAWl39+ZJBuFxVTxyOywo0w5MfQppViCoASyfxz5hpmmtibW6YIJD0/bmvjeBDGZnEd2N8nkDnkvTjid+bOlen4/RxUKRQDEN8jkF2RhR6bA4h54C7f/wxzgQRUE8jNpHV6BWD6XW+Snw/VuQpLBmSODJJcrNasgKEiLVqvBYrEiimqCgrTYrDZsJhvdX0oVaYo/XJSI16rRoE00Uw78hCnZxLmDF1nzxybe7NMChSDQsWp3bl69lenn3rx6i/3rDvP+9205svk4/41eQu0mNfhoeHu+mvIJsZdvsnPpPuaNXcbNK/EAVH+5Mv3/6c6KGev4udvvvvlCNon9aw+zf+1hJnadTqnHS9B9emdqvVYdUPC/N+vySPkyLJ+2lq0pZV7p6Tb1U+q1iuSbJsM4uOEoAI+Uf4jajapTv2005aqUxWwwI4hKJEm6g32ncJdiqTVcNcVjsdgJ12h9/kKrUhGfUurm4VayCU0Wwo5RsiEoFCgVChzpDnyj3UohTap4ZJbsKBUex457YqNU3p/7i//WxL5unkB/Ki4jcye4J6myWJldAlGcuH1LdU+mWN52CCwIjp38vP4yuYss7MgUWPLClZI2YNdofLAEgYJC4JbPyaTFE5J8p+LpneTp3A9CQoJRKpUkJib7hCQnxiTR6+XvfUSauCvxLPt1Dct+XYNaVFGpXkWadHqFrpM+QiEIxF2Op/nnrzF/3DLiryX4/byaDavy7dyvWDFjPVO+nonT6WTPqoNM7DrdpzTq99Pj0d8yYEg08FiFRxjTcQpLf11z2+/zVr83eLJaWb5pOpxj209R9YVniW5eiy8mfUyv37oQczGO7Yt2M3/ccpJv6hm16XtKPlacLrX6cOVUal7P5ZPXuHzyGv+OXkJQiJbqL1XmxXfqEfFKFRwOJ5zoVb0AACAASURBVA6nE5fC5TegU6FQYLTbCFdrMZismC12wkWN9/dKhQKlQiApXVcsg8WGAlALAvZMJpOS04FWqfZ2v/K+V7ISrk6fsZMSnmxzC0KuHHhwkJmbJ+NTcdnNExjkr7JVmfxJoAcA33lL9fzWITDvkYUdmewgCzsyOUbel/vkbo6MWq0iOFjzQATsFlRUKiFgy+dyj7zPpsoKhUJBSIgWp/P+hiTfj/UKCwvB6XSSlKT3vqZVixzdepJBrUdiMWXeTc1uk1CqBGq8VJllv65l8c+rqPWaW5Rp8UVjkuP1nNp9liVTVrF7xQEAWn7ZmA6D2jH5q99YNnVthmWmLY3SBImM3DCQR58pQ2JcMp/89C6vd36VrQt2sXDCigyt0wVBcIs0ZX1Fml3L97Nr+X7GdJziduE0rkH9NlG069UCm9WGqBUZ1n6sj6iTHrPBwtUzMVSpV5Fdy/bz1/D51GxYhfptonn0mYcxGc0oRbeI4XQ6EQQFepuVMFGD3mRFb7JSSJcquujUInan//NVcjoJVoskWS3+f+9yEuRP2LFbCUtTimV1SCgVClSCgN5qRSkIOAVFjme5pX8qrtGoEUV32VZ+ybgoyASikyKQkSepd09+2myZt1QPzdWW6gXheJO7YslkB1nYkSmw5KawpNWKiGL+Ctj1TEjy+03vfqFWKxGEQGlHn3cE8uGQmyHJ2UGpVBIWpsNqtXkHskqlgFYtolKrKFf5MXrO7MKSyavYt/aw32W06taE9wa2ZeIXM1gxfR0A809fZ/64ZWh1Wqq9+BzPt6hNr5mfoxJVOCQnYUVC6N/iB7Yt3J3l+gmCwA9rvqPoQ0X4LKI3V05d49EKD1O7UXUatI2mXa/mJMYlc3zHKRZPXsW5gxeYuGcEyfEGOlbpTnK83u9yPS6cPasOMmrjQA5vPo4xycTnEz/iy587cu1cDFv+28mCCSswJaeKcNHNIug983P+G7OU3/vPBeDM/vPMGb6AkEI6qr9cmbotI4l4tSouwYVCENyOHY0WvclKksFM4aKpootOLSJlct21OxyEiOrMhR2n02/Lc73dSqha4/Oa3emgcJAWvdWGShBwKJUolR7h0IXLpchRkcflcmGx2LzHfno3j80meUOY7+U+FMjCrkz+Rj60Hkyybqnu8ArU97ulekEQXuVxukx2kIUdmQJLbnTFUijw1hPr9fkrT8cjfOWjVc4R3A4Q9z602aQHWtQJZDwhySaT9Y4Gf/czJDkrRNHdIcRgMHldEyqVCo1azfjOU9k6fxfVX6pEnRa1+ebvbigEBdfOxLD53x0snLgCs8FCr5mfE9W0Jv0aD+PQpmMZPsNitLB90R62L9qDSqVk6tHRaHUazhw4T785X5F4I5Gj206ycMIKjm476fPe8GJhTNw9nKS4ZDpWTRVpLh2/wqXjV/hn5CKCw4Kp/lIl6r4RyY9r+2M2WFCplSyftjZDK/b01GlRi16/dfERaQDKVX7M7eZpHUX7b1uReCOJo9tOYEg08vI79RndcQrrZm/JsDxDopFN/2xn0z/bUSgU/LR+AOXrPI3BbiNUo0FvtJCkN1NKU8j7npAsHDv2FMdOZjicToJUGYWdZLuFkkHhPq/ZnA4KaYOIM5pQCgIolSgUShQKV8p11Am4/+857HLbzeMRemQ3T24hKxXZ5UEfc2SXgubYyLyleghKpZDSUt3t6LnX+3egl7DdCQVt/8vkLLKwIyNzlyiVAjqdO0/Hc4PKX+S/ttb3G6XS7QBxDyDc7YtlAu+pqkYjotXeuSMuJ0OS0xIUpEGr1ZKcbPCW7okqFQICfV4dwtGtJwDYMn8XW1KChp+oWpbIxjX431t1eXdgWxySA02QyKA2o/yKOmkpVCKcibuGE389gc+j+qK/ZSCkkI4ar1ShbsvaDFnaF6fTydXT19kwdxvHtp9i8JLe7Ft9iB/em4A9kxJRU7KJLfN2AhDVtAaLJq/CrLfQoE0d2vdrRcKNRA5vPsaC8Ss4ufuM931v9mnBW31bMuqTKaz/y1ekOXfoIucOXeSvYfO869jnz64oUGAxWmnRtRGFSoSz7Jc1fkvUVColozYPouhDhVELSox2G2FadynWLb2ZcDFdKVYmx4XkcKLLQtiRnE6ClBl/b3RYCUrn5LE4JAoHpQSDShIqhZAycVCkiOSp11OlEsCZ4uTxCOm56eZRedsSu908dq/Qc7vJUn56QJHXuPe7vL3ulIIw0c4bCu42S22pbvJpqR4aqsPpvFeBOv+7XeRrjEx2kIUdmQJLTjp2RFFFUJDmjt0DgUjeZyDlLen3oSiqkJ++egYQgbMdAjkkWaVSkpSU7BWQRJUaU6KJHi8OJOZ8rN/3nT1wgbMHLrBixjom7fmB2EtxxF9PoMeMz/jy50+4fOIqa/7czIrp65DSCDFP1yjH8JXfsmvFfn7qMAkp5bpjSDSy8e9tbPx7GwqFgqdqlCOqaU0+Gt4em8U9ELaYbDzyTBnOHbqY6fdp/80btOvVnJEfTWbD3G0A/Dn4X8KKhlKzYRXqtozkxzXfYbdJXD51DVGjpsxTpendcHAGl1B6LAYLrbo1If5aAj1fHEhI4RAim9Sg8ccv8eHQt4i/nsjBDUdZOH4ZZw5cIKxICJP2/kBibBLdXxjAtJNjcQE6UcRgtnIryUhomvBknVrEnkkmlt3hQCdmdOR4cKRk7KTHaLehVfoOkaySnTCt+3PNdolwrW+pVlqRB0gpzcorN4+EJElp3DyeyVIwDofTO1GS3TwyuY08R80eD1IpTsaW6r4CdXZbqhcEV7rs2JHJDrKwI1NgySnhIihIg1qtQq83y2078yn+9uGDLnQFGp4SOaczOy3ncyskWYfT6SIpSe91YmjVItpgDTO/m0vsxZtZLqNi1NMMWdqXrQt2MfqTKTgkB4Ig8EztJ4lqWpM3vmpCp5HvcfNqPPvXHOb6uRje/q4Ns4fOY87w+Zku1+VycWrPWSKb1ECySUz4fBoA9VpFMXbbEKwmK5eOX2H1rE2s/m2D12X07dxuVH+5Mj1fHsTxHad8lpkcr2fd7C2sm70FQRCoWKc8I1Z+6w017vl7F/avO8L8scu4eOxyhnUKLxbGxD3DSYhJpFPVHugTDACc3H2G3/vPpVDxMGq+WpV6raIYvXkQKBSoRBVJccn0eHEgJcuWwOKQCFGLGK02XC6ITTAQIqa6bELUIlImg3xJur1jR+unFMvosKFJJ+xYHBJhGreYY7TZKBIclOF9acnczePOfMpdN0/qZMlT+hAa6u7gdj9LH2RkskZ27GSXgiBO3C3pBWpPCPOdtlQvCKKYLOzIZAdZ2JHJMfJ+onx/nQcKhQKdTovLBXq9Md9faHMjgyjQ8M1Eyv/7MKfI68PCU+YYeCHJAmFhIVitdkwmM5ASBKlSs2XeToxJJlp//TofDX+buMs32b3iAPPGLOXGxTjvMl774H98NrYDv/efy7+jlnhfdzqdHNt+imPbTzGt72yKli5MrUbV+HJKRxx2BzaLnWovPkfspZtsmLM10wn4gPk9qFy3It3/N9BbNrV65kYEpcCz0eWJer0mb/VpSeexH3DzajyhRUIBF59W70nMBf8uIw9hxULp80dXzuw/R7/GwxC1aiJeq0b91tFM3DUMs9HKhaOXWP37RtbM2kTZ5x7hx3X92bvKXQom+XE3JsYls2bWJtbM2pQSDt2F7Qt380S1x/nnxjSSbxkw2e2Ei1r0KSWvsQkGgtWpYoxOLWKzZxKeLDnQqTN37EgOJ0HKjEMho92KOqW9uQeTZCM8KFXYyQ4Z3TzuDCj3/1PFyNxw86SWPpCm9EEkNFTnLXVUq1X51o2amzxo99B75UEWKe4eWQyD9C3VuaOW6vld2PFcX/Lzd5DJXWRhR6bAcj+FpbRZLHc60ZQJLDwdlTLLRHoQhS5/5PX4Qa1WERx852WOuRWSrFarCA3VYTSavQNLT0jy1N5/smjiCgAmf/UbJR8rTq1G7lbl04+PwZBo4vS+c7hwUaXeswxuN5qdS/dl+Xnx1xN4vmUk+lsGvm06HK1OQ3TzWnw0vD1fTfmEG5dusmvZPuaNXcbNK/GIWpEJO4chBol0rNaDuMu+riGnw8nhzcc5vPk4v/SYRfmIJ/hx3QD0twwUKhbGuO1D3CVi09ez8Z9tGdbn6RrlGL7qW3Yt28dPH0z2ijQrZ6xn5Yz1qNQqnq1TnuhmEbzbvzU9ZnTGYrKSfFPP9L6z/Yo6aWnbqxlvf9OKMZ1+Ye2fmwEoVqYI7/RvTYVWNQjXaEhOOW/jEgxolCrvdCdELWZ6rNglR5bhybZMumIZJRui4Ju5ZZbshKSUgCVb7y1XzSP0pPzkLdnKbTdP+tIHtVpFkSLhfoJMc7YtcX5FnnBlD/kem31kMcw/d9JS3eHI+bLs3KEgfAeZ3EAWdmQKLPdroi6KaoKCREwmC3b77Wt68wsPkpDh6ahkNluxZRIgK+Mh7zJ27iYkWaHI+ZBkrVZDcLCW5GQjkuQ+ftRqFWqFigEtfmTfmkM+f3/jYhyLJ69i8eRViFqRqv97jgHzeiAICmxWOx8ObU/5iCdZMG4ZybcMGT8vWMPEPSPA5aJj1R7EX7sFwP51R5jYdToPPVHKLRy1juL30+OxGC0EhQaRfFNPh/JdMRv8t/b28Eztpxi2vB+b/t7O6I5TEJQCVepXJLpZBJ+Ofp+vp33KjYtx7Fy6l/njllGpbgW6/fopfw2fx19D/ZeCSXaJgxuOcnDDUZJuJvNm75bMH7eMitFPM+3YaAyJJs4eOM+K6evY9O8On/f2/L0L0a9H0Oe1IRzZcsL7+s2rt7hw5DKPvP4cYaIWQ8oAXnI6kZzuEiuD3YZOrcZq839tttokn7Kt9NgdDr8ZOybJhiqdY8co2bylWEmWrLdxdgg0Nw9AfHwiguDO5hHFVDePR+SR3Twyd0vBmGjnHvnddZJbpG2prlQKiKJIcLAGlUpF0aLhOdZSPSdJvdbLri2ZO0MWdmRksiA4WItKJaDXm+SnlfkUrdYdGnonYsEDonPdlrzYDoEakqzTBaFWq0lM1HtdQcFBWqxGG13q9+byyWtZvl/Uquk8tgOXT1yld8PBhBbWUbtxDRq0jaZtz+YkxSVxbMcpFk5cweFNxynzVGlGbx7EmX3n+b7VT347Rl07G8OC8ctZMH45NRtWpf+/X3N8+ykeq/Awc65M4fr5WLbO38X8ccswJBp93vvKew3oMv5DZn3/N//8tBgAh+Rgz6qD7Fl1kHGdp1LmqdIpwlE0bXo0w5hsIjE2kTP7zt92e/X760tqNqxKr1e+59j2UynbQKRKg4pEN69F53Ef0n16Z25ciGXHkj1Ue6kyRUoVpnNEL66eicm4/cOD3R2xNBqSjanbwuZwECZqMNhthIgiFov/EGCbVfIp20qP3eEgSOWnK5Zky1iKZbcRnBLEnGC6f8JOevLSzZPWHeB0urJsS5zarebBdPPITorsI99js8+D8gDufuJwODGbLYALtVqN2WzJsZbqOYlciiWTXWRhR0bGD4KgQKdzB7cmJ99pcGv+Iqct/oGATqdFEO5MLAi0blB5RW6PHwI3JBlCQ0MAUkKSUztfOawOQsKDGbq8H4c2HWP+uOWc2XcuwzLKPvcoP60bwJEtxxn61lhsFhsJNxK5dOIq/4xcRHBYMDVerkzdNyL5fkEvdGHBSJLEjQtxDGoz0q+ok5YmnV6h44/vMLX3nyxMKQUr++wjRDapQf020bzZpwUJsUkc23aSBeOXE928Fk07vcKw9mPZvnhPpsu9evo688dep3L9ihgSjPzaaxaV6lag96yuKNVKYs7FsnneDhZOWOEVjlQqJWO3DSG8eBif1ujp0xXMZrGxe8UBdq84wNhOv/Dw0w/RoF00bXs0R61RkXRTz8c/vsOSn1ezZ+UBn3UJDgvCLLkzdgxphB27w+HujGXUE6bWYrT6L5E1WuyEiRq/vwOwZuHYSS/sGCQbOtGd0ZVoNme6zPtJ7rt5Mn8y7NuWWECjUaPVioSF6XA4HPnyifi9IT9Fzz6y++RukLfZ3eG+HrqybKnucDi9Qk+gdQlMFXbyeEVk8g2ysCNToPGUG2XnpqhSKdHptFgsbjW/oOLeNnm9FjmDR5hzOBzZEAtkcptADUkWBHdIst1ux2j0hCQrEJVqdi7Zx08fTEIXHkzEq1Wp2yqSURsGYrPYuXTiCmtmbWLVjPVEvl6TnjM689/YZfz+3Ry/n2NKNrH5vx1s/m8Hb3Rrwvvft2PtH5t47vkK/Bs7jVsxiRxYf5T5Y5dmaFXedeJHvPh2PQa+8RN7Vh30vn7h6GUuHL3MnBEL0IUHU+OVKtR7I5Kf1g/AYrKSGJtE6SdKog3WZCocqUQVE3e5c306Ve9B7KWbLJ+2DoDHKz1K7cbVadAmmrf6vUHijSRO7jlDpboVuXbmOp2q9cjgEkqPUqWkxeeN2LV8H2M6/UKluhV4vkVt+vzRFaVKyfVzN9gyfycLJ6wgKDQIo2QnTKNBn5TqkrFJDm/L83CNBkOS/+9itNgIDc9c2LFIEjq/jh0rqnQZO0aHjeJiOABJViuS04kgCLn6xPdO3Dy5UbLldDp93DyiqEYU1WncPDav0CNPSmVk7h65K9K9kHH8f+ct1W13VBKekwiCLOrJZA9Z2JHJMfLjtcjzBNJotHhT9WXyF3crzOV9F7dAIXecS4EakqxSqQgL02EyWdIM/JRoVCJ/DvmPuSMWAJB0M5k1f2xizR+bEJQCFaOeJur1CNr1as6XP3+CxWjhysnrrJqx/raf2fO3zkQ3r0W/xkM5tPEYgLcNeP3W0YzdOhir2cbFY27h6MW36/JI+TJ0jerLxWNXMl2uMcnErqX7eG9gW66dvcGEz6dRuV5FGn/8Eh8ObU/89VscWH+UBeOWeYWjYg8XZcKOoVw9E8NXdb/FpPd1ppw/fInzhy8xZ/gCQgrpaPFFI1p//TqCUuCRZ8owdHk/NszdypKfV2PzI9ZFNa1J7z+6Mn/cMn771i14bVu4m20LdwNQrvJj1G5cnfqt3cKRoFAw79xxwtVaDIY0jh3J4XXihIoarhoT/W4DvclC0eKhmW4jk92OTpVR+PHn2DFKNoK07mGTwWrF7nCg0aj9hrHnBv7cPOBCpcr9bB5PvoU/N4+nW43NZi9Qbh65FCv7yHkx2cd92srb7G64k3M0q5bqLhfYbFm3VM9J5PNFJrvIwo5MgSY7jp3slO0UBApiePK9CXNyKRbkjsCVndwj9zrlTkiyZzCn1xu9E1C1WoWoVDPs7bFsX+S/fMnpcHJkywmObDnBQ0+WJLRwCH8Nn0fNhlWZenRUSnDwBVZMX+sTHKxSKRm9ZRBFShemc03fjJm0bcA9rcpfeOt5PhvbAYUCEm4k0aTjK8wbs5Tr52/4Xa/Sj5dk7LbBnD1wgYGtRmIxWti/9jC/959LoRLhRHiEo21DsJqsxF6J54lKj7Fq5gZGfzIF5232TY2Xq9D666bMGTGfOcMW8FSNckQ1rUHjT172Kxy16dGMd75rxdhPf2XNH5v8LvPcoYucO3SRv4bNp+dvXXjhzTruNuOilhhTgvfv7HYpVdhRa0jOJPNGb7bymFg00+9gstvR6TI6dswOO0qFgEohILmcKa/Z0Kjcwya9zYbD6cJushMWGoLJaEYpup/25lVmg0Kh8AnbDCQ3j0bjdvMIgpAyUXJPlvL3vVa+X2SXAjbkyCXkyf3dkl1hJH1LdZVKmRLC7G6pbrdL3rKt3Hj4Kws7MtlFFnZkCjR3MkkVBHfGhyTJZTv5GU/47t0GXcuOndwhUEOSg4OD0GjUJCXpvWKTRhQRXArOH7mEWZ91WK6n3bgmWKRjte7EXrrJ3z8uQq1RU6XBs9RpHuEODp72GTEX49iz8gAvvFmHuEvxdKraA31Cxu5YHpwOJ8nxBuq9EcXeVQf5tecsqr1UmXqto9IIR74dp6q/WInv/uvOqt828HO33zOIDYmxSayeuZHVMzeiVCnpOPI9Xvvwf8Rfu8ULbevwXJ1n2L1iP/PHLvcrHL39XSva9mjGjx0mej/z5O4znNx9ht++cwtHtV6rRr1WUYzdNgSV6G5PvmTKKjbM2Xrb/fHj2v48WuFhTu4+izHYzsNBYZxJUzpmtUreUqwQUSTR6H//JBotWXbFMtptFFbrMrzuAuxOB0U1wdywuPeNWbIjKt0uHr3VitPl5Oz+CwxpN5qaDatQ941IarxShSCdFovZit0h5ZlDJa2bJ/XcceFe/bxx84DHzSOi1WoICwvxunlya6J0/5EnXdlFnqdmD9kZdvcoFIp7EtolyYEkmTGZzCgUoFZ7WqqHoVAoclyklsvwZLKLLOzIFGhu50pJbYMdeKFpOY3L5UJIlyGRH7m78F2Z3CZQQ5IBQkN1CIKCxMS0Ickqbl6MZ/bQ/4hqWpP+/3UH4NqZGDb8vY3Fk1Z6M2pKPlaccduGcOnEVfo3/8GnfMlutbNn5QH2rDzA2E9/5ZHyD9H669dp0vEV1KIKXAq+nPIJiyat5OCGo37XL7pZBL1mfs6CCcuZ0e8vAK6eiWHJz6tShaMWtbzCkdlgoUjpwkzt/Qdzf1h42+//wdC3eLXDCwxpN5odS/ZS4tFi1GpUnfptonwcR8umrmHLvJ1893c3qr5YiZ4vfc/xnaf9LjMxNolVv29gzaxNjNk6iOIPF2PjP9uo06wWr3b4H3FX4tmz8mAGx1FQiJZJe0cgWSU6Vu3Ot/91x5QSnpycRryxpBF2dGqRxEyOqSSDBV0Wwo7BZiNYWcjv7ywOO0U1ulRhx2FHVLmvmUab+4luqcdLYEg0smHuNjbM3UbTTq/wyU/vsmHONp6NfprS5UpiMlpS3Dz2POke5bkHpgZxpnXzOFNec7t5clrcdrt5LCkda/CWPRQqFIpCkb/cPPKDgOzjCbOVuXNk18bdcz+FEXdZlqelutHbUj2tSO1x89wvQV/e9zLZRRZ2ZB5YslsOIhN4KJUCISFBWK13Hr6bGQWxNO1uyAnB7272U+6EJCu8A7KkJHfgr0KhQKNSc3DDUYa+6e5ktWHuNhQKBU9We5zIpjV45b0GvP99W27FJHL5+BWq/q8Sy6euZeIXM277dLB8rado8GYd/hz8H4snraT6y5Wp27I2A+b1AODqmetsnLuNxZNXYTFZebNPC97q25LRHaewbvaWDMvzEY46/cL3C3tStcFznNxzlvcGtqVZl9c4ses0iyau5MD6IxneP2RpX8pHPMFX9b7l7IELAMReusmSn1ex5OdViFqRyvUr8nyLWnwx6WP6/NEVl8vF2j+3cD1N5yt/hBTSMXnvDyTfMtCxaneS4/X83O13ij9SjNqNqvk4js4dvMD2RXt4u39rTu05y6DWI7GabaiD1JhtdsI1WvRpHDtms41CGi3gFnZuZtK9MMFgyrLdud5q9RueDG6HTtEgHSS5fzbYrV7HjsFqAxQULhHu/fuOI9+l8UcvMbDlj95A60LFw6jZsCr1WkdS9YVK2O0SCgEcLmeeOVR83TypE22lElQqIcW96BF6cvaamDpRcl8n3G4ebb5x88hzruwjb7PsIo9L7hZfx+L9xdNSPa1I7Rsgb/fm89yta0gWdmSyiyzsyBRo/E3WFQrQ6dwtax+UPB1/5Pd256KoIihIg8lkwW4PzEG/TCCHJCsJDQ3BYrF4s0CUSiUatZr5Y1ODfT24XC5O7zvH6X3nmDXwHwoVD6P7jM5UafAsDslJ/bbRPPbcI6yeuZG1szb5nYh+/MM7qe3GU/J6tszbyZZ5O1OFoyY1eOX9F3h/UDsckhOtTpOpqJMWQRD4acMAyjxRii61+3DpxFWCQ4O8wlF6x9HqmRv5af0AFAoFHav2IP7aLb/LtVls7Fl5gHMHL1C7cXVO7T3H1nk7qd8mmtkXJ5N0M5nju06zZNIq9q097H3fYxUfYeSGARzadIxhb43Fbkvd93GXb7JkymqWTFntdhzVr8ibfVvy8Q9vA1CqbAne/q4188cuRRWkxmJy5+no0+To6E1WihYOBiBIpeZWsv9OXAkGE0GqzIWdeLPJb3gyuDN1imhSy7T0diuiKkXYsdkQBAVBoe57yaBFvakQ+RRf1fuOswcveN+TGOcbsl2h9lPUaR5Bsy6v4XS6sFqsCGplngRzgq/Io1IpCQsLwWAwolAIKW4et7MnN0q2HA4nJpMFkym9mycMhQJvl6282lYZkd0n2UV27GSfnBQnCjq5KYz4Bsh7WqqLaVqqp4Yw3ylyGZ5MdpGFHZkcIxAuRulzUwTB7Ryw26U862QSOOTfdudBQRrUahV6vfm+CgD5WegKRAI1JFkU3a1NDQaTd5DlGYANfWsM6+8gA+aDYe2pVLcC3zUbwcENR3k2ujzRzSJ457vWdBn/IXGX49m9Yj//jVpC7OWbDF3ej6drlPNxxqQlrXD01/D5/LzvR7Q6DQfWH+Gz0e/z4dC33F2xUnJx0gpHIYV0TNo7AmOiiU+qdCfpZjIAJr05g3BUu3F1mn/+Gm9/1wqcLnYs3UfhEmGZCjsA5SOeZPiKb9i+ZA8jP5yMQ3Lw7+glBIVoqf5SZZ5/ozbfzO2GQqng2pkYzh+5RP1W0cwbt9RbOpYZdqudUo+X4Oka5fil5yz2rTns7Yr1xpeNMUh2zDckwrRako2p1+wkg4XCpULc+06pJC4pE2En2ewNPPZHvNlEcCaOHYPdRmExKM3PVtRpHDsqhYAgKFhi+hOlSsn0vrM5f/hSpp/ldDi5eOwKvf/oyrlDF/nx/YlUjC5PvdZRVKpbAZvFhkIl4HA6ct2h4jknPMHhgiBkcPN4snnc/xS56OYxet08nhDTQHDzyLeLuyMQxob5Cdm1cffklZCYvqW6Wq3yXmNVKiU2m+QtO81qbCTve5nsIgs7MgWc1E5HHueA2WzFcXqVGgAAIABJREFUZis4LVfvlvx4r0jrttLrjff9O8g30PsXIp3dLnO5FZIcFKRFqxVJSjLgcLgnhKJahcLpbmH+5ZSOtO3VnC3zdrJg/HIMib6CgUqlZOTGgZR4tBidI3pz5dQ1AA5vPs7hzceZ0n0mJR8rTq1G1WjQtg4zz05AskuoRTVjOv3iV9RJS9GHCjNh5zBizsfyRZ1+GJNM3q5Y0c0ieKvfG3Qe9wFxV9zC0a7l++k9q6vbGdN+HHar/6eBHuFIFx5Mq25NWTNzI8d3nKZuq0hGbRqEzWLn0gl3O/VVM9Z7J8svvPk8X03p6NPq3YPZYGHrgl1sXbALgCeqlqX79M94oU0dFIKCF9+qS/GHi7JwwgpO7j7jd706jXqPRh++yMBWI9mz8gAA88YsZd6YpWh1WqacHYvFYSdcq8GQphQrQW+irKYYGqUKF2DJ5Joen2zylk/5I86YuaPHKNkolF7YEVIdOyqlu2Tx9F63INf889d4d0Ab4i7fZPeKA8wbs5QbF+O873+k/EOM3jyIgxuPMby928V06cRVVkxfh0qt4tk65Yl6PYLnW9YivFgYkuRAoQSLxZaj54VWqyEoSOtzToC/duqp2Twgu3kgf95H8xL54YlMbhMI56jd7g7Sz6yluufapdfrUatFn1w0eVwqkx1kYUemQOOZpHocHnKeTir5LVNGdlvlFvfW9j3wQ5KFdCHJapJj9fR86XviLt+k7LOPENmkBvXbRPNm35Yk3EjkyObjLJiwgpjzsUzcNZyEG4l8UqU7+lv+O1nduBjH4smr2LfmMGO3Dub0vvPEXb7JB0PepNPI94i5EMuWeTtZOGE5yWmWUTHqaYYs7cuW+TsZ0/EXHCniitPh9BGOPOHG73zXmlc/eBGnw4kmWEOtRtXYOn9Xpt+/SadX6PjjO/zScxaLJ68CSC0RinyaqNdr0rZXcz4b04GbV+Ix6c08UaUsg9qMZEsWy/XQ/PPXKF2uJH0aDeHCkcveTlE/rvkOu13i8vGrrPlzMyumr0OySQxd3o+nqpfji+e/8et0sRgt7v3kcl/LrWlK+W4lmwgVNYSoReyOzB0bktOJw+kkSKXCLGUUf2KNBrRK/8KO3m4hXNSm+Tk1Y8fmcHjPku4vDMAhOZj0xQxKlS1BrUbVqN8mmunHx2BINHFm/zlO7DpDq6+asmTKKn7t9UfG9bRLHNxwlIMbjvJzt99o3eN13u3fhvOHL/JElbKYjRYEtRLJ4fARX+4VnS4ItVpNUlLybZ1yWWXzpLp5cqfM19fNo0SjUfu0JPbkWwRqNs+DijxJzT732tnpQSYQhZHMWqoHBWlo1KghWq2WyMgoIiJqUbfu84SEhN7V50yYMIaNG9dx/fo1Zs6cQ7lyT97PryEToMjCjkyBxuVyodGIKZPM++/wkMkdcstt5ZmQBNpAIL8QqCHJCoU7JNnpdJKUpPe+JipVnNp9joFv/IjZ4HYCXDh6mQtHLzNnxAJCCumo2bAK9VpFMX77UMwGMypRzb+jFnv/PjNqN6pO39lfsmzqGn7pMct7TD1W8eFU4ahPCxJikzi69QTXzt7gjS8b8/uAv/l35OIslx176SahhXUEh2oZ32UaCTcSeb5Fbb6Y9DE9f+vCjQtxbF2wiwXjl3vLsj6f8BEvvVOPgW/85A329eB0ODm69QRHt55gaq8/KP5wUcbtGEqR0oWRbBJdJ31Mk46vsHzaOjb+sy3D+giCwKiNAylZtgRdavXxupjWzd7CutlbEASBZ2o/SdTrNWnVrQmfjemAU3KgCdbQrcF3WZYvKdVKRKUSvcVXzI1PNhGq1hAiitidWU/e7U4nOlH0K+zEmYyoBaXftJRbViNFNMHenw1SaikWgFWSCBZFrwAHEHMhlkWTVrJo0kpErUiVBhX5bEwHqr5QCafDSa3XquGQHMwbu4zE2CS/6+tpJT+s/Vi2LdztzSGKahZBdLMIdGHB2Ox2FEoFdrv9ru9rnm5wSUn6bF/zAsvN48BkcmAyWVAoSMm2UKPThQF4u2zZbLb7PAaQ82KyQz56jhRQyDkrd09+GM+ltlSHSZOmsGvXDnbt2sXAgf2RJInKlasQERFJ7dpRPPnk03fc3KJu3Qa0bt2Ozp0/zuFvIBNIyMKOTIHFU5PvcDgwGMy3f8MDRn5x7ORu97LAHgDkBndbihWoIclKpZKwMB1Wq81bxiEIAhq1mpXT1zPl65mZroOnjbVKraRmw6rMH78cQaGgWZdX+XBYe25evcW+1Qf5Z9Rirp9NbdnduntT3u3flgldp7FyxnqfZV48doWLx64w94eFhBTSUf3lyvSa2QVBUGIz26j3RiSSTWLJlNVImYiYfWd/QcSr1ejdcDBHt50EYPeKA4zuOIVHnylD7cY1aNA2mrY9m5EYl4yoVRNeLIyPK3XjwtHLWW4vlahi0OLe2C12Por+ioQbSVSuV4E6LWrx6Zj3+Xrap9y4EMv2xXuYN3YZkk1i0t4RGBKM3s5X6XE6nRzbfopj20+xeNIqJu39gUvHr2Cz2Bi2/BvMejPnDl9k5YwNbJiz1Wd/qNQqRKWSZJOvkHYzwYBOrU5x7GR9DEkOh7tzFhkdZE7crp5glYhR8hUj421GHtYV9v5skuwoFQKiIGBzOrGkCDuZYbPYqPq/ShR9qDADWv5AzPlYajeqTr3WUbTq1pSkeD0nd59h6ZTV7F7hLkPrPetzajeuQY8XB3Jil7t8zW61s2fVQfasOsj4zlMp82SplHb00TxdsxxmvQVBFLBL0h1dI32FTv+us+ySuZvHLdrmlpvHU9bgfhrucfOI6dw8bqHnXp1P8oQ7uwT+JDswkQXEuyU/CDtpKV36IZo1a0mzZi2xWq1cuHCGzZu3sHr1CqZMmUiRIkWJiKhN7drRRETUpnDhwpkuq0qVqrm45jKBgizsyOQo9yuvI7uIopqgIPGenmbK5D3unBZFrnUv8xyv8jGTPfJTSLJKpUQUVCgUAsYkEyGFgn3KodLj6WQ1/J1xbFu4G4BpfWdT9KEi7hydNtH8emgUpmQT5w5eRAwSKVflMfo1HsqhTceyXD9DopHXPvofpmQzvRsORi2qiHq9Js06v8pHw98m/tot9q09zLzRS7h88hoqlZKx24cQXiyMT2v0JMZPu/FLJ65y6cRV/hm5iOIPF2HasbEYEgwYk0yM3jyIq6evs37OVpZOWY3F5OuC8eT7XDt7g271+2NKaSG+d/Uh9q4+xLjPplLmqdLUblydBm2iebNPS8wGC5pgkQmfT/cr6qTl2ejyDFnal/VztjC+8zScTidqUcVzzz9DdPNafDS8PV9N+YQbl26ya9k+Lp+45g6dVKpITreuN27pCVKr0d2mFAtShJssWp7bnQ5C1JoMwk6izUyoSuvzmtUhUTwkhKvJyRhtdooEkykD5veg0vMV3J2yUrKVLp+8xr+jl6DVaan24nPUbRlJ71ldUaqVKBQKgkOD+KxmL07vO5fpcq+eiWHpL2to3PFlrp+9wYxv51C7cXUim9QgWKtFckggKPx2XxEEgbCwEGw2OyZTzjzwyOjmceWxm8eMyZQ220KdLtvCk82TY6shg+zYuVvc4kRer0X+JD+P5zQaDVFR0dSoUYuOHbsSG3uDXbu2s2PHdkaNGoHRaKB8+QpERdXh7bffR6Px391R5sFCFnZkChzBwRpUKiV6vRmVSolKdWe2xQeNvBLd7gRBcOe0SJIDvT7rkpf7z4P+dCx7GTuBG5KsQavVkpxs8OZsqFUqlAqBUZ9MocQjxWjQNpp2vZqTEJvEsW0nWTB+udcBA7g7WVX338kq/totlk9dy/Kpa1GLKqq9VIn+//ZAEBRIdokuEz9k+8LdzBuzzFsO5bN+IVom7RmBQ3LSsUp3bsUkAnBi1xlmfDOHIqUKUSvF3TF57w/YrHY0wRokm8Q7j3cm+VbWIsoj5R9i1KbvObD+CIPbjsZutfNU9ceJbFqTRh+9yAdD3uTW9UT2rz+SElSsYdjyfmydv4tRn/yMMxOB7urp68wbs5SrZ2LoN/tLVs/aSHBYEL1nfo6gFLh65jqb/tnOokkrfcrVXnmvAZ9P+JAZ38xh3til3tftNon9646wf90RJnadTulyJanduDqdRr2HZJWwKdxdr/RG3+tAfLK7hCpc1GK/TY6K5HASkoWzRnI5Ulqe+27TJJsZXTpByCzZKBXqFnY85WH/xU3n8omrrPtrC8umrgWni3E7hxISrqNT9Z7EXb6Z4TMtRgvbF+1h+6I9BIUG8fupcSTHG7Db7IzZOpjElGNy0cSVHN5y3Oe9RUoVYtKeEVw+eY1vXx+BxWhhy7ydgLvUr3aKm6dspUcxGcwoRaX3HAgLC8Fstni7teQGgePmcfm4eVQqj5sniPDw0DRunqw71cjcLfnLPREoyO3O75785thJT1pRr0SJkjRp0pwmTZojSRLHjx9l587tHD16hISEBEqVKpW3KysTEMjCjkyBIW1oa3Kyx3IvcC9BsAWbewvJzSlUKiU6nRaz2eb3iXPOkn9bwN8v7lTw85xvDkfghSR7WoqmDYQVVWrMyWZ6vvg9187GAPDPyEXowoOp8UoV6rWKZOiyvjgcTq6diaF0uZIk3dTTsWp34q8nZPl5oUVC+HLyJ5zZf45+jYdRqEQ4kY2rU79tNK2/fp2kuGSO7TjFggnLObzpOGWeKs2YzYM4uecsg1qPxGrOmEd0KyaRFdPXsWL6OipGP83wFd9yYudpHnqiJH9cnETsxZvsWLKHeWOWekUhDxGvVuWbOd1Y+utqfu35h3d7n9p7jlN7zzFzwN8UKhFOrdeqUa9VFL8eGokxyYRSJbhFhNvsnlbdmvDewHaM7zKVVb9v8L7+RNWyRDWtyYvt6/HugLbcikng8ObjOB0O6rWKZsibY9ixZG+Wy75+7gZPVn8ci8HKoDYj+XZxL0Qho7DjdLqdNqV0IUhS1pNwu8ORtWPH4SRElfFpZ5LNgiZdsLJRslNM57bpGGzu/fbnkP8oXCKcll825rMxHZBsEppgDZ9H9vEr6qSl5GPFGb9jKKf2nOX71qOwWWzeY7Juy0gGLe6Ny+nk6pkYNv69jSNbTzJkaR+2L3a3nk8vwHlK/f7+aRHBoUG81a8lzTq/iqB0tye3GC04XHkXKJyZm8f9/9RrQ264eTzZFll1qvF0q8nsu+TnSWNu86DfW++eB/1h092T38/RzNZfpVJRqVIVKlWqkgdrJRPIyMKOTIHAIwakD20NZFdKXhOI20ajUaPVihiNljzpZpKP7/+5SmCHJOtwOl0kJnpCkkFUqrl07ArfNBmeoX25McnEpn+2s+mf7SgUChq0i+arKZ2wmm2UfKwYozZ971MOlZ5naj/F0GX92LHEPdF2SA4MiUb+PeUuuQkODaL6y5Wp+0Yk3y/ohS48GMkuEXM+liFtR/kVddLy0tt16TrpE/4c/C9zf1gIwENPlPK2U2/RtTHJt9xZLUt+Xs1jFR/m/e/bMrHrdFaky/dJS2JsEqt+38DD5R+icoOKzPjmL0qXK8k737Wmy/gPibt8k13L9jNvzFJi04gTX/3aifqto/im6TAObjjqs8yzBy5w9sAF/hj0L2FFQ6nZsAo9ZnRGUAqY9Rba9mpOsYeLertipSdtCHPnWr25evo6KkFwl2IlZnTu2R0OSutCsd0m00mSnISoM3fseEqxMmwjmwmN0neYZLBZKRrsFnaSU1wvurBgpvWdzZo/NjNmyyCObj2BUq3kp3UDMBstXDhymZW/bWDdn5t98oPcpWl9WDNrM5O+nOH9Xfpj8qka5YhsUoP3vm/nE9RcrkpZzmRRslW3VSTNOr/Kz91nsnTKap6oWpbIxjWo2yqSR8qXwWw0I4hK7HYpz7rueISelJ+8JVt56+bB6+bxiMSym+f+IN9js09+LieSuTfkfS+TXWRhRybfk5UYkF8CgvOCQNs2wcFalEoBvd6U49krWRM42yQQCdyQZHd2iNWamh2iVAoULhzOxn+2Maz9OJ9JsT9qNa7Olz93ZPHklUzt/WdKOZS7dfXkfT9i0ps5d+giK6atZcPcbbzyXgO6jP+QPwb9w98/LvK7TJPezJZ5O9kybyetvm7KewPasvbPTVSqW4F/42YQf/0WB9cf4b8xy7hwxLc71EfD3uL1zq/55PsAXDsbw4Lxy1kwfrlPVsuQJX0wGywYk8wUKhFOUIg2y+5dAxf05Lk6z9C9QX9O7XULBD9//TslHyvuFY5mnByLIcHIqf3nKP14SULCdT6drzLDpDfTtmdzblyMo9fLgyhWpgiRTWvQ+uumdBr5HjevxrN31UHmjV3G1dPXCQ4LZvK+HzAlmehUrYe3fE0lCGiUSpINGUuH7A4nD4WEYbPdpiuW5CQ4K2HH4UCnyvj7JJsZUVD6vGawWykSHARAstW9bR+v9Cg1G1bl27+7sXDicqb3/cu97uqU/KBmNekwqB1fTP6YuMs32b3iADEXbtBh8Fv8lq40LT0ul4tTe87ybHR5XE4nU7rPxGa2UbdVJKM2DMRutXPpxFXWpmkjD/D+921p+WUTBrUdza5l+4BU4e3PIf8RWjiEmg2r8PwbkdR4uTJBIVpMRjMOp/OOzuucIH+4eYJxuZxYrXa5BXU2ce8veZaaXfK760Tm7rmXfT9mzI9s3LieW7fi+fLLzoSFhfPHH3/f5zWUCTQUd3PAxMXp5SuMzB2hVOasK8QjBhiNZr9igEqlRKsV5a5YmVCoUAiJifenK8rdkraEzmjM7TwdX0JCgrBYbHniFgoUlEqB4GCt3/IqrVZEFNUYjXcekgw5H5KsVqsIDdVhNJp9n7irRWLOx1LmqdIkxiZxZMtx5o9bzomdpzMso13v5rTv9wbjOk9l9cyNGT9DVFGpXkXqNK9FnRa1KFwyHJvFzrHtJxnWflymras99JjRmTotavFdsxEc2ugOVfaUQ9VvHUWVBs9iNlq5cOQSK3/bQIM2UVSIfJreDQdnGaQLaZwuj5dg1EeTebrGE9RvE0WZpx7iVkwChzYdY+H45V7xRtSKTNg5DFGrpseLA4m7Ep/psjVBIlHNIvh66qcIgoBDkrh+7gZb5u1i4YTlfoOniz5UmAm7hnPtTAzfNh2OSW9O9/vU4Oln6zyDZJfQBIncikmkQ/kvsKW4wFSiiqXm2fx+ZB8Jh5P5a/V+n+UsHf8J5/UJKJJcdBrzX6bf4Y++b/HP+aP8dmi/39+vbv8eU89tZf4l3zbwRTTBrGv4BZXmjfC+9nNUa67Fmvh+7Qb6vVCfDhHVib18k9AiIUz6YgYrpq/LdD1KlS1BrUbV+GxsBxx2B3arxJGtJ1g+bS1b5+/K9H2fje1Aw/dfoH/zHziw/oj3dUEpUKH2U0Q2cbtwipcpys1rt1AoFJR4tBhdo/txas/ZTJfrYdjKfjxR5XFWTF9Hnea1KFW2OCajBaUopLh58n7I576WeAKYU/+fGyJPejxunqAgDUqlEqvV7g1hlt08maNSKQkPDyU+PvH2fyzjpWjRcJKTjXkmuOZXFAoFxYsXJjb2Vl6vyl1TsmRRkpJM2O3ydeVBpHjx0Gzf2GTHjkyOklPlPoKgQKe7fb5HoLlSZHzxlPRYLHbvhFwmMPGEJOv1gRWSrNVqCA7WkpxsRJLcA1+1WoVaUDG4zSh2Ld9PSCGdN0dnxKpvkewOLp+8yppZm1gxfR29fu9CzYZV6f3qEI5uPeH3c+w2iX1rDrFvzSHKPF0Klfpx/h21mDrNajH74mQS45I5vuMUiyat9ClRUqmUjNrsdqx0rtmLq2divL/zlEOt+n0DSpWS555/hvptovny549xOV0kxiXzwpt1uBWTQPw1/zk/YUVCmLh7BPoEAx2ruNuN715xwO3KKBJCxKtVqdc6ip/Wu90dMedv8EiFhzm99xzfNBmWpaMHoMSjxegy7gP2rT7I4HZjeOiJkkQ2qUG91tG069PCG/LrCZ4uH/Ekw1Z8w7YFmYcwpw2ert24Ot/M+Yr9a4/weKVH+TduGjcuxLFz6V7Wzd6M3eEgXK3loikuw3IkycFDIWGcuZHxd2mx2iV0WYQnWyT/pVjJNgsapQoBdy8ngCS7hXCtu1NWstWK0+WieJmi9HltMHtXH8pyPWIuxPJM7acwGywMaPEjolZNnRa1+WLSx/T6rQsxF+PYvmg388ct9wqFg5f0oXzEk3xR55sMji6nw8nRbSc5uu0k0/rOpliZovxyeCS4XEh2B0OW9uH84Uus+n1jhjIwcAtnk3aPQCWq6FTVHeA9ve9sCpUIJ+LVqtR9I5Kq/3sOu01CIYDD5fKeY7mNPzcPuFCp8s7NI0kOgoI0WCxWb9mWx82TVTbPg4rs2LlbZMfO3VAQnE5yRzSZ7CILOzL5Dk+ejsViw2rNeuAUiDkyMm5EUUVQkCbP8nT8kdM5DvmRQA5J1umCUKvVJCbqvZNWUaVCMjvo/nJ/Lhy9DLjbim/8exsb/96GIAiUr/Uk0a/XpE2P1+k08j2cDge7lu/nVkzWIclBIVom7R2Bw+7uZBV/PYE5wxe4c3ReqkTdVlEMmNcDcHeP2rJgJ007NeTW9QQ6VumOPiFzd5xDchBzPpY6zWtxdOtJJn05g6ovPEeDdnWYeXYi+ng9p/aeY+mU1exMKa0p+9yjjFw3gIObjjLsrbHY0+XW6G8ZWDd7C+tmb0FQCrz+WUM+GPoWFoOF8hFPMnnvD+xedZB5o5Zw/fyNDOsU8WpVvpnbjSU/r2Jq7z9xuVzecN65Pyz0CfkdsqwvurBg7DY7p/edZ1znqZl21vLgbuvenslf/ebuJgWUebIUtRpVp0HbaFp80Rib00G4qMkQngxgszsoExrOPtPlLD/HbLETmqWwY/dbiiW5nNicEiWCQokxuzObkuwWympDAXfejuRwoFYqeXdAGx55pgzLfl3rdRylZ/TmQZQqW5wuEb29At/uFQcY03EKj5R/yNvNqvXXr5Mcr0cbqkWtUfPeE124eTXrp85BIVp+Wt+fGxdi6fXyIEzJZm8Z2Pvft/UpA5s3ZikWo5XJ+34g5nws/RoP9RH4EmOTWD1zI6v/z95ZRjeVrlH4iadeWtoCxd2llCoOg7v7MIO7u7sM7q4zyAzu7u7uLgUqVON2f4QGStMWGKx38qx11x1y0q8n6Ulyzs5+91511OwKCshN9XYVKVnPH0cHOxQxShCASCI2Cz4GIzrd960LFwgEH7xXW8/m+V5uHrVaa8kaE4vFyGQSSzaPVquzCD220S1bXsiXYLu4/zJSez5N/PtWahenbHxfbMKOjVSFXC5FJpN8hhjwczY//SzEC1/f+3PDzk6GRCImNlb1k53s2j5APxRDf+aQZCcnBwCio2Msx69ULCH0cRiDqowlKixxxTiA0Wjk9pl7hL2I4JdWZbh34SEH/jxGmUZBLL42DUW0kodXnrBryQFLhTS8qw8/Opq75x8wplHC0GNlrIoTm89xYvM5c9itTzYa9K5Js0H1EYlFGPVG2k5qwaYZO3l6y7oIUbRcQUZu6sfBP48xt4c5SPfprRdsnbsHub2MouULUrKeP/1XdkUkFhH7NpZ02bz4Z9p2FvVdleJzVrFFadqMb8aK4evZOH0HHpnS4l+tGKUbBrLk5jTiohI+7no9q/PbmCbJhjB/GPL76+jGNOhVkz3LD+FTsTCb3y4nIiSSy4duWH3cXWb9TqVfyzKi7h9cOvDe6fLywWs2z9rF5lm7KFahEAO29cVFKidGkThjR6PRIxGJrG5LsJ9qLS4yeZLb43Q6nMTWtyv0WjI6uFqEnRidGid7c1NWnEaL3mhELBBy5fANanepQrtJLYgIieTqkRtsmGZ+3HaOcuZfmoxaoaFjsf6W/KAPeX43hOd3zYHbXlk9WHJ9OuEv3+KS1oklN6YT8ug1JzaeZcucPShjEgqsnpnSMvvsBB5cfsyo+lMswtKVwze4cvgG83qusOQmlWkUxJ+P56GKUyGzk7G4/+pkXVtGgxGhQEBQ7RLsWnKQ1aP+JkfRrHjnSo+rhzNu6dOQu3h2chbLhlqlQW8yfvf39IR16vHvOyZEIoBv5+ax9tmp1+vR6/WWbB6ZzHzO4uRkj8FgRKs1fyH1X3Tz2L40+TLMT5vt3ORzSe2OnffCzg/eERupCpuwYyPVED8KEhPzaaMgYHPspEy88PV9PjkEAgEODuYLqNhYxU/3gWU7XiD+mPhZQ5KFQnNIsk6nQ6FQvbtNgFQoQSgU8Oz2C9J6uyUp7AAUKpmP0dsGcHzDGWZ0WoTRYGTX4gNIZBKKlC1AcF0/us9tS7/lXXj9OJQn158SVNefbXP3WJwrSWEymciYx5uAmr6snbiJPUsPU6JKUco0CmLuuQmoFGrzeMyKwxxacxKj0UitzpVpN6kFi/qvZvv8fYnWVCs1nNlx0VIV3nNhByo0K8WTG8+o3bkKpesHcO3YLbbM2mXJ0fmQtpNaUKtTZcY3m8np7RcACHsezo6F+9mxcL/lcZd897iHre+NVqPj0oFrnN6efD05wPC/+1C0QkH6VRjJnXMPAEjj5frR436fH1SxZSlyFM5Kj6AhFleVNaR2UtR6HS4yOTFWHDsqlfniOEqRfIZanEqDo1PiUat4YjUaXCTWhZ1YnRpvB1cuhD+3/FsuNgs7Cq0Og8mESqNj+dB1LB+6jjRervhVLUqp+oHMOTcBg86A1E6CMkZFp2L9UaWQI5Y5nzfTj43h9PYLTP51DnqdnhxFsuJf3YfSDQNpMawBkW+iuHHyDlvn7MGgNzJx71COrD/J7C5Lk3z9vXkaxvb5+3h57xW5fLKzf5V5/K/jtF/ptagjb56EcmbnJTbP3Mnb1+8zUMo3K0XPBe1ZNmQtW2bvAuDa0VuWnKh4nN2daNi3JvV61kCtVINIgMFgRCAwv2YFAgF6vf6bZ9DEXwzF/7/9uwYZvD+eAAAgAElEQVSzuDjlN3DzJP/ZaTKZUKs1qN+1p0kk4gRNW2Y3j/Y/FcScmi+0fxypW6D4UaR2YceGjS/BJuzY+OkRCoU4OsrR6w2fMQpixpaxkzzf07EjEglxcLBDq/1098ePwXa8CAQC7OxkxMV9ekiyQPDtQ5LFYjHOzg4olWrLxZJIJEIukbBh2g5e3n9F6YaBTD8+Bo1Ky9NbL9i38gj7Vx61XDjV6PALHaa0YtmQtWyetSvB+jqNjgt7r3Bh7xVmdlxE5rze9F/VleB6AQiFAso2CcYjkztbZu/m1ul7Vvfxt3FNqdu9GpNbzebEu0Dc+BwdS0tSnRL8Pr45Pea3R6c14JTGgYktZ3Hwr+MpPgeD/uqOX1UfBlYew81Td3Fyc8S3clHKfJCj8/T2Cw6sPsa+5YcZubkfef1z07vMcB5cfmx1zfjHfWn/NTLn88ZkNLFl9m6C6/qx9vkCosJiuHX6Llvn7uH6sdsf/D1EzDozHic3Rzr59OfN0/dZN5FvopLJDzKP+1T+rRwbZ+wkPInw5rQZ3NAYDLjI5cQoEwsicUrzMRAVm7ywE6vSkkXqmOT2GI2atHbWhZ0YrZp0dk7vf6dOi0xibsqK02owmUzoPzjuI99EsXfFEfauOEKhUvkYt2sw147eImOu9Pz9ZglhzyO4sPcyG6fvTPB8Afj8UpgRG/qydc5ulg1Za7n94dUnPLz6hDXjN+GUxpHilQpTukEgM0+OQxGjRCIV8+z2S8RScZJjYABVfy9P55m/saD3SnYuPgDAzE6LyZg7g9nN0zCIej2rExMRy/2Lj9CqtATUKM6EFrM4uSXpcGcATCbKNg7m6c3n7F1xmFL1AkiXzROtWsvrJ2FoVVryB+VBJpWgMxq+uZDh4GCHyQBxEQrePAsne+HMqLUajEaDeVxKLMFoNKLWaTAajRiN395RotPpLSK5UChAKpUik0lxcnLAYDBa6tT/X0NyU/tozI/C9rx9Gald2EmYJ2bDxqdhE3Zs/NTEuwZUKg1a7f/nyc6P5fs4dj7X/fHjMP3nHTt2dnIEAj7ZGfe9QpLNVcN2xMa+bweRSMRIRRImt55jGZs6+NdxhCIhBYLyEFS7BC2GNaDr7DaEPQtHrzOQKW8GhtWaxIW9V1L8nc2G1CNjrgwMqjKWR9eeWgKYJ+wegkFv5Pldc830riUH0Wv1jNk2kPyBuRPUh3+IXqd/Px7TYzkLLk3GLX0abp2+R+8lnWg7qQV3zt1n+/x9XPooiFcsFjHz1DhcPZ3p7DuAV4/MmTixb+M4vPYEh9eesOShBNbypdngenSe0RqjwcTJredQRCUvits72zP/4iRUsWo6FO1LVFgMayduxt7ZnuK/FKZU/QBGbxkAJhMv7r/i5NZz1OpUhbDn4XQs1g9FdNLrG/QGXj18Q3AdP26cuMO8nisoVr4gZRoFsfLeLHOd+sVH7Fi0n7PvXEmZ8nrT/o+WPNHEktHRmVgr41ax78SeiJjkH1usUo2jNGnHTpRaTTaJs9VtbzUKPOTvRaE4nQap2HzqFJtM4HvZxkH0XtKJVSPWs2HaDoD341ANg1h2e8a78bfH7FpyEFcPZzpMacW8nsvZvTTpZq3YyDiOrD+FRyZ3SlQpyvKha0nj5UqNjpVoO7EFEa/ecuXQDTbN3JUgbNla/Xk8L+6F8OJeCJtm7ETuIKdY+YIMXd8bgdD8ZthnaSd6L+6ISCJCIBCgilVzZscF5nRdil5vIGfRrEzaP5wrh24wseUsdFo9W+fsSbTvQpGQ+j2r8+voxmj1+q8emB/v5jMajDy88pRVYzdy6ZA5yLxBz6o0H1gHIyYEJpjRZRl5/XJSsUUwGp0WkcjI5zZt/ZsLbqPRupvH2dkRkUj4f+rmsYUnfwmpXaD4UaT2cznbKJaNL8Em7Nj4pvybN6T4auVPdQ3Y+Hy+x+hRavo7/pc/QD+snTeLNZ/yZHwfUcfe3g6ZTEJ0dKzlGJKKxZh0JvpUGJGoDtxoMHL9+G2uH7/Nwr6rSJ/di/kXJyMQCDAaTPRd1pm75x6wfcE+qwKPWCxi5ulxuHqYRZSQh+ag2/g8GaFQSJ4SOQis5UvdHtXpOPVXDAYjcnsZfZIQdRI8nngRJU5N+yJ9iQqNRu4gx6diIUrW82foul4IhUJePnjFkfWnOL7xDFOPjCLi5Vs6FO1HXJTC6rpGg5GbJ+8Q9iycii1Kc+vUPY5tOE2ZRkGWHJ0Hlx+xa0nCeu1MeTIw7dgYbp2+y9jG09F9EEqvjFFyfOMZjm88Y84PKp6dej2r0WxQfcQSEQa9gY5TW1nyZKxRICgPY3cM4vC6E8zpugyj0ciz2+b8IJmd1JIf1HdpZ6QyMdERsaTP5sWt03cx5HDBaDKhsSIIR8XGCzvWnw/L/RRqHKSSJLe/Valwklp37ERolKSVO1j+HafXIDWHt6DQahEgQChM+CbadFBdmg6qx+Rf5yTIaYofh9o+fx9SuZQiZfMTVMePYX/3RhWnRqPUki6bJ66eLpZWLGv0mN+eck2DGVxtPNePmx1UK4atw9XTBb+qxSjTMJDZZ8ajUWp4eusFMnsp3jnT07f8yBTrz9UKNfV6VicuMo4+5Uby9lUkHpncEYlFKGPMmWg5i2Wj+dD6rH+9mMNrT1Lp17L8M3Ubq0f9k+zaRoORvH650Kp1RL6OIk16V4wC01cR+2UyKWKBiIiQSFzSOjGj2zKe3Hxh2b5hxm7uXnhEoeC8HFhzgtDnEZzdfYWqv5XFYDJiMBiIFx0+zOYx/0/w3dw8cXFKhEJzNo9U+v/l5kntF9o/Cpvr/EtJ3YKYTdCz8SXYhB0bPx0CgdlGDXxytXJy/KiA4NTBtx1Vc3CwQyD4On/H78d/7yTqw9p5rVaLs3PSYyvxfI+QZAAnJweEQgFRUbGWY8jRwR5ltIrOvgOICEm+LcjZzZHJ+4fz6tEbBlUZi1qhoVgFs4Ay6M/uiMQiXj54xbF/TrNt3l7sHOXMOTeR0GfhSYooRqOR22fvc/vsfXYuOsC8C5N4eusFOo2O8buHoIwxBxHvXJwwgBnMGSrTjozm5qk7jGs60zI6o1aoObX1PKe2ngcgR9GsBNY0N3e1GNYATHD18A08M6dNUtiB9/lBH2aufJyj02Nee/qv6Mrrx6E8vPaEUvUCPjk/yDNzWoJq+bF+8hZ2LjpAiSpFKdsoiDnnJqBWaHhy8xn7Vx7lwOpjGI1GKv1alm5z2rB86Do2zdyZaE2NSsvZnZc4u9PsIukwtRU1OlTi8fWn5C6Rk/vREURbGcMCiIozj2CFRSXdNgYQHafCQZK0sBOpVuFopRULIEwdS6E03pZ/x2jVSMVmYSdWo0UoFCAWCplxfAyH1p4gr38ugmqVYGDlMUmO6wFo1VrO77lClbYViItUMLn1HDLmzkDZd61Y0eEx3D53nx0L9idwb03cN5TshbLSPXAIz26/SLBmVGh0ovG38buHgMnsRBn0V3cu7LvGphk7ePUwcQuaVC5l3sVJYIIOxfpZxKWntxL+ntBn4Zzaep4ZJ8dSrW0F9DoDaTxdaDWyEd650uOVxQO9Ts++FeZ9AbObZtapsbh4utC5+ABCn4dTtnEQzYbUxzNzWnOYsFCATvf5ocJ2MhlCoZClQ9azY8khfhvVgNEbetMqX+8E97t+4i7XT9y1/Fuj0rJ31VEqNAt+54r5sE79fdOWuezempvn2zhQjEYTKpUGlcq6m+d9nbr2m4+/fl1sF6pfgu05+zJSuzCS2vffxo9B8CUHTVhYrO1Is/FJCATx3359GvE5LDqd3nJS829xcXH4rMDl/xLmi3ntV68bFwrN7g+dzvDV/o7fA7ncfHH3c2cAfV2sjcm5ujoSlcTF8vcLSRbg7OyIXm8gLs48aiMQCJCKJMSGx+Lu7YYyRsmDy4kbrOLJXjgLfxwcYR4RaTU7gRPlw/sE1vSlTKMgshXKjFqhRiwT0z1gMPcvWc+kiadouYKM3NyPA6uOMa+nuclKIhVTuEx+StbzJ6h2CeQOct48CePklnM8u/OSngvas23+XpYNWpPie1LZxkH0XtyJv//YyuvHoZRpFETR8gXRKDU8ufmcfSuOWAQUMGeodJr5G8ut5Ad9TOa83vRZ2okcRbMhFAqIDI3m1qm7bJm9m5un7lr9maaD6tJscD2mtJnP0b9PJdgWLyQE1S5Bybr+OKd1QqvW4ezmyPT2Cyx15snReebvVG5dllH1p3DpwDV6L+pI7vpFMWpMNBuUuPmrbumCDP6tEiU6z8CQzAWuT66MTOxUjRJLF1jdXipTFqZUrkyp3dMTbWudM4Dq3gWod3A5ABnsXdhVqT1FZ8zDSSbjTJf2SIQiNs/cSa3OlTEYjCiilJzedp5NM3fy/G6I1d8pFAqZfWY8zmmd6FN2BKHPwi3b7Bzl+FQsTMl6/vhX80EoEvLq8Rs8MrqjjFPRM2hogoBja8jtZcy/PBmNUkv/iqOR2cssLWgFgvKgiFby6OpT9q48wtH1p3BO68T8i5N5cT+EYTUnoU4h5Hns9oHkC8jNqPpTyJw/IwE1iuPgbMebp+E8u/0Ce2c7Kv9WntjIOEbWmcS4nUOIDo9hYOWxiYRJ75zpCKrtR5nG5tegMk6FSCrCYDAk+dkkFpvHwsSICHn0htFNZxH63JzVJJFJ+PPudNZM2srW+fuTfRwZc6VjzsnRKFRJ5zSZX6emD74cMmIymcdWRSIxsbHJO8a+JkKhEJlM8s7RI8FgMFiEnp/dzWNnJ0MqlRAdnbwQa+M9AoEADw83QkOt55DZSBo7OzkSiZiYmNR5vMWLuW/ffr/3Fxs/Fx4eTp/9TbNN2LHxTfkcYUcqFWNn9/VzWJydHYiLU6ayb7a+D+YwYy063dcTdsRiEQ4OclQqbaqrdP2vCTvxY3IKRcIxuaSEHfPnxfcISRbh5OSIWq22CIMikRCZWMqOBftZMvBPxBKRpcEquI4fMnsZb56EcWLzWbbM2kWxCoXps7TTJ42IAFT+rRxdZ/3OzkUHyJAzHcXKF0Sj0loVUABqd6lC24nNWdhvNTsWJG6yiidTngwE1PCl3eQWaJRaDHoD5/dcTlZAAXMmSv1eNZjcei7HN56x3C4Si8gfmJvgOn6UrOePi4czoc/C0ao0ZCuUheF1JifKULFGzwUdKNc0mJF1J3P3wiN8KxehVL0ASlQtitFg5MW9Vxxee4Kdiw6gVWsZuLobATV8GVJ9fLL7Hc/UwyPJWigLz249J7dvDmIjFdz/KEfnQybuG0qOwlnpV2GUpSmr3/Iu5K1blLCwODqO/TvRz1QskYtxnWrg22lGsvuSLV0aVg5uSqGFc6xuz+PuzoaGTSm+fVKibXUyF6ZtzmCq7lsIgFwk5krd/uSdMhOhQMCdvj3QaPXEhkcTF6FgQotZ5PPPSZlGQRQsmRdVrJpHN56xd9lhjqwzt6A5ujow/9JkokJjGFQlsdDxMcUqFGL0lv6olVocnO2IfBPF9eO32TJnD3fO3k90/7QZ3Zl7dgIPrz1lVL0/0KgSvp9JZBIKl85HUK0SBNUpQVpvd1QKNTI7KYfXncTV05l0WT2RO8hRK9Rsm7eXTTPMbiu5vYy55yciEArpX3EU4S+TdszJ7WX0W9EFv6o+vHr0mi5+g6yKqx9i72xPk4F1qNutKlq1Dpm9FJVCYxFBBQKQ2Uuxs7dDo9IS9jKCdj6DMH405luyti99FrajW+mRvLj3KtnfufTKJJw8HT/5vMNkMiEUgouLMyqVCpVK/VnZPF+TeDePTCZ95+bRWoSen+3LLDs7GRKJJNVeaP8IzMJOGkJDk3em2kiMvb0ckUj0XYXXr4lcLsPR0Z7IyM8rjbHx/8OXCDu2USwbPwXmD3wxsbGqr+4EeN+M9XOd5PwcxIcnfx1kMglyuZS4OPW7zILUhclEoryM/1ccHOQIhUKrY3LWLky+V0iyVCrB0dGeuDilRRgUi8XIJBJmd1nC/lVHAdBp9VzYd5UL+64ys9NiMuf1JqBGcco0DqbFsAYoY1SEPQ/n/J6UQ5I7TG1F9Xa/MLbJdMtIkEgsokBQHoLr+vHrqMZ0m9OG0GcRnN11EVcvV4Jrl2BE3T+4dOBasms/vxtCsyFZUMaoGNtkOvZOcko3CGT8rsGWAOZDa06wc/EB9O8C4odv7EPRsgXpW34Ud88/SLCeQW+w5Act6LOSdFk9mXt+AhKZOwa9kd6LO3LvwkN2LtzP2SQEnimHR5IpTwa6+Q/i2Z2XwPv8IIFAQJ4SOQio6UvNTpVpO7EFRqM5P2jwJ4g6YqmYOWcnYOcop2OxfoQ9D0duL6NIuQKUrOdPv2WdEUvFvH4UyvFNZ9iz9BCTDgxHAHQo2jeBE0XuIEMqElmtOgeIjFF/Um5XRIwCmSjp053n0dHYia2PakVpVcg/+Fm1QY/RZMTL0YE3cQp0BgNanR69Wk/3wMFmMfDGM3YvPYRYIqZQqbwE1fGj7cTm9FrYnsjQaDwzpuX6yTsMrjIWXQqlAFnyZ2Lo+l6c3HqeP1rPxd7JDt/KRSjdIJBJ+4ah1xl4cfclh9edZNfig2TOn5HJ+4dzbMNpZnVabPXzVKfRcXH/NS7uv8bpHRcZsaEPB1YfQ6fR4eLhzIPLT9i/8ijhL9+SKa83rUY0pFrbCvzx+3zGbO3PgytPGN1gaoqunsz5vPGpWJgL+65SrHxB5l+czLIhayzjhtYIqFGcut2qsnjgX2ybuwe3dK5kzJMBZzfzeKjMUc7Ald1QKzX8M20nDXtVJ0N2T17cf51gnRNbL5DbNzvzTo5GpdAgFApYOHANB9acTPQ79685QcNe1fjUryHEYhHOzo6o1VrUah0CgRD4OJsnfgz8e2bzCC2fwc7ODuj1BksI88/g5rGNlnw+tufsy0ntz11q338bPwabY8fGNyUlx45AIMDBQY7JBEql6pvk4Dg52aFUalOl0PCtsbeXo9frv0rjmPnbESFxcapU+2Ekk0kQCoWpanzsc4kPSTYYjCiTyC752LHzvUQde3s5MpmUmBiF5fUqlYgRmoQMrTmRmyfvpLjGmG0DKRCUh+XD1lK0XEF8KxfFoDPw7PYLDvx5jD1LDyUY75i0bxjZC2dhQKUxPLr2NMl102XzJKBmcdpPaolQJEQRreTa8VtWG6ziEYtFzDg5ljTpXOlXfpQlhBnMIxW5fbMTWLsEpesH4JkpLRGvInF0c8RkMNGpeL8E4znWkNvLmHN+IgKgf8XRKKKVliDiwJq+iMQiXj16w/GNZ9jyrqVo/oVJqJUaBvwymqiwmGTXd3ZzZNG1qUS+iSYyNJrCpfKhUqh5dD2hAyUeV08X5l2YxOsnoQytMRFlEm1VWQtmJqCGD1XbVCCNlwtGo4mL+6/xz5RtCRwoY3cMJHf5/By/9JAxixO7ovJk9mTF8Kb4dZmV7OMAuDC/J7nnTseQxDF8t3MPAndOJU6f8LVf1C0jc/wbEbj9vSvoTM2e9NyymzPPX3CxWyf0GgMPTt5laM0Jye5DxRal6T6/HW+ehJEhZzpi38Yl62LyrVyUYX/3ZsusXSwfti7R9vgQ74BavpSqF0CmPBlQxalRxigZUGlskmHW8VRrV5FO035lbo/l7FmWdBOXnaOccbsGk6NIViJC3tK2QO8Uv4DxrVyU4X/3Zs2EzaybuBlHVwca9KlJzY6VQACPrz9j/6qj7F951LJW4wG1aTG0ARNbzk6yXn3+xclkzJ2BUY1ncOngDbrP+Y1sBTPTq/xoq/dPn80TZzdHMuTwoufc3xnRYBpXjt5OcJ8VN6aQ1tuNmNi4FN/j4kUdhUJltdUr4diW8d1tP8bNI5VKkMkkSKU/h5sntTsofgQikZA0aVwID4/80buS6nB0tMdkMqFQJD1m+TNjb2+HXC4jOjp17r+Nf4/NsWPjpyO5c4f4wFaNRvdNR1++R/NT6uXfO3Y+FApiY1O3ZfT//Vh5H5JsPsH/FL5vSLIwQUiyTCJFiIB7lx4iFCX/h5Hby5hzbgIisYgORfsS9iKC7fP3IRQKyeufk6DaJWjYtxYdp7Um7EU4lw9ep0TlYqgV6kROEWsoo5XU71GDJzefM6r+FLIXyUKpegEMXdsLgVBAyIPXHPn7FNvn7UWt1ODq6cLc8xOJePmWjkX7ERuZcPzAaDRy59wD7px7wPIha8nlk41pR0cTHRaLq5cLc85O4NHVp+xeeoij/5xKtD9eWTyYfWY8D68+ZVT9KRb3xJkdFznzTiTIWjDzu/ygQH4b2xS1QoPMXkrv0sNTFHWy5M/EtKOjElRYf+hAaTepOT0XtufN0zDO7rjI5YM3GLKuJ2d2XGRqm/kYksntenLjGfZOchr3r8OhtSe5cui6xYFi0Bl4dvclh/46jtxBjlwsJibOugApk4owmUAuEaNOwZGgMxiwl0iJ1VoXbTUGPa5Su0TCTpRWaWnBiidSoyJLGlfOPH+BQqtFZDALf8lRsWUZus9ry5J3ThS5vYyi5QsSXNePfss6I5GKefU4lBObzrJt7h5KNwykw5RWyYouH4Z4R72J5vdxzdg0Yye5fLMz99wEVO/CrA+sPpZAQAH4fXwz6nStyuiGU1N0tVVpU55cxbKxbd5eKjQvxcbwZSiilQhFAkRiMVq1lov7rjKn+zL0Wj0VW5Six/z2zO2+jD3LDwMQF6VgxbB1rBrxN/kCc1Oyrh8thzek6+w2hL+IQK83kDV/JnqWGpakgNtieAO8c6VnUI1J3DpjFgA3TNvJgvMTcHS1Jy4q8efPq8ehvHocyt2Lj8icNwOdp7WiffFBlu1jNvdBo9Rwcf9V8pfKi1ab9LmIRCLGyckhgZvwY+JDlc2FDe+dwiJRvODz/dw8Wq3u3X7Gu3mkCdw88UKPXv993Dw2B8LnY3ObfzkCgSBVRzAIhbbgbBufj82xY+ObI7YiH0qlEuzspCiV6q+a72INBwc5Wq3+p7Ai/2zY2ckwGo2ffJH/MSKRCEdH+WcJBT8zUqkYsVicpJMlNfM+JDnl15yrqyORkbHAtw9JFgjMIckGg5G4OIXlNqlIzKMrT9k2bw8l6/rjV80Ho9Gc/XJozXF2LT5oaZRKn8OLmSfGJhI5rOGR0Z1aXSpTu0tVJDIxsW/juHvhIbsWHeD09gtWfyZrwcxMPTySK0duMrH5zETjMzmKZiWoVglKNwwkQw4vFNFKXD1duHbsFgMrjUWfwntP/sDcjNs5mOMbzjCj0yJEIiGFy+QnuI4fwXX9sHOQ8/ppGKe2nmfzzF1kLZiJUZv7c/CvY8ztvvyT3BPD/u7NsQ2ncXJzxKdCYXQaHU9vvzC7JlYcSeBiCqzpy8A/u7N51i5WWHGKxJMhRzr8q/vQckRDxBIxRoORS4eusWPePi4dvJ7kz1VsUYru89uzauTfbJi63XK7UCgkj19OAmsWp1SDQDyyeiCTiJm/6STLticOxw4qlJWxnarTcNQqQlNoxjo2qwuV/lrBq7hYq9svtO1IhzNruR6ZMOzYVWrH0ao9Kbjxff7O6tLNufI4lKnHT7Hrt5Y4IMHL1YGpbeZxaM3JRH+PViMb0aBPTSY0m5n0MVYgEwE1ilO6YSA5imZFFavmzdMw5nRdyvUTt63+TDydpremyu/lGVFnMlcO3wBALBFTIDgPQbVLEFzHDxcPZ8JfRHDl0A28c6UjZ7HsDKg0hsfXnlK8SlFyFM7Cq8ehHF1/KsH+913emZJ1/RlRZzJXj9wEIEeRrHhmTotOq0ej1JA2ozv1e1YnQ850nN11keA6/kxoPpPT26w/1g/xzJyWOWcnILOTIRIL0Wn1xEXGERulIC5SgUAgJF9ALsJD3uLm5cqAahO5ez5hZfvkvYN59SSU6Z2WJvu7nNI48OfdGQysOYnbZx/QbGAt6nWpQgef/qTxcmHKwREoNWqrF1MymRQHBztiYuK+uGwg3s1j/m+j5YuvH+fmkSKTSRAIhGi1WovQ860uJs0tmQJLGL6NlBGLRbi4OBERkfwXDzYSEy9gptbzOUdH+3fhz/+/DnIbyWMLT7bxU/KxsGNvL0csNo/sfA813SbsJI2dnRSjEauW8pSIF+cUCvVXb9X6UUilYiQSMYoUsiNSG/EhyebXXMpCjYuLI7Gxcd/8NSMSiXB2dkCt1qJSmZ9zoVCITCzh4F/Hmdt9mSUUVSAQkNs3B0G1fSndIBDPTGkJe/mWZ7dfULxSEXYs2MfCPqtSfHzxosWOBftYNfJvcwV4PX8Ca5VAKhPz6lEoxzacZsucPShjlJSs50//FV3ZOH0HK0esT/Ex1epcmXaTWvLgymNyFstmrgC/8Yy9yw9Zveiv9GtZus5uw8oR69k4fYfVNTPlyYB/9eKUbRxEnhI5UcQoUSs0jGs8PcWL/jrdqtJmfHPm91puaaYSioTkC8hNUO0SlKofgJuXC2EvIriw9yqKGAX1e9ZgZufFHFh9LMXH23RQXZoOrsesTotRxqooVT8A/2o+CEQCQu6/5tgGc4286p3rptXIRjTsUzPZcZt45l2bQq6CWZi46gAbDyced/vFLze9mpejy4yNPAhJvjXm4PSONNq4jgeR1kNIT7Ruy4hrOzj+JqFoIETAzbpDyL9hInqT+W83pURtjAoR/XftZX3TRnhK7PH2cCE85C3Obk6EPg/n3K5LbJyxk3aTmuNX1YeBlccmykuyxvAN5nylpYP/oliFQvhWKorRaOTl/VfmHJ1FB1Ar35/oj9k2kHz+uehbYRRPbjxLcl2vLB6UqFaMTtNaIxIJMegN6DR6ZPZSYsJjefM0DI9M7sgd5Cwd9Bd7lh5i2rHReGRyp1+F0by4Z73d60Mm7BlK0XIFeP04lMFVx/PqceJK9QTPrVDI7LPjcXR1oE/ZEbx9FUXmfN5kzp8R9/RpyFIgIxWal+bS/uv4Vy/G1WO3GVQ9ccB1kdL5GLmhF02zd0OtTDG7vBIAACAASURBVP6zrPOUFuQunp2/Jmxh6J/dGFh1nKWWvueCdpSs749Wn/BLCjs7GXK5jJiYuE/KdPoUEo5svf/v7+Xm+RCRSPiuZUuKVCr+wM3zdRszHR3tAWzCzmcQ7xJ7+zb6R+9KqsPZ2RGdTpdqR+udnR0QCkXExqbO/bfx77GNYtn4qYkf2TEajcQkkb3wLXgfnmzjY7509Mgcdi0iNvb/q23s/9H16uAgRyAQWA1JtobJZEKtVltOwuPt/F9b5EkuJHnJgD/ZNm9vov26e/4Bd88/YPnQdbinT0P/lV0pVqEQGE2UaxJMpjze7Fy8n5ObrQsGTQbWofmQ+glEi3O7L3Nu92Vot8CS/VK2cTDNhzZAp9Vh72THn2M2sGpk4lamj2k9pgn1e1Zn0q+zObHprKUCPLiOH7+Na0aP+e158yycszsusnH6Dur3NmeOjG82wzI+ZY3nd0N4fjcEzyxpyZwvI6tH/UNev5yM2T7Q7GK6G8KhtScSuJgAus9rR4XmpRheeyKXD92w3G40GLl58g43T95hcf/VeGRKi391H7rNbmN28Cm1lG0cjDJGlWzQ7YBV3QioUZxBlcdaQpXj75+jaFYCa/pSsUVpWo1szNvXkQgEAryyeNAtYBB3zqUscrhmSAOQZHiyo50MtU6Hs4M8xbV0BgOOUlmS29U68yjWxxgxoTboyejgypM4sygUqo4ln0MG875pNKQV26HRGWiepRPpsnniX82Hsk2CWXl/NlqVlqe3nuPq5ZLs/gmFQmadGouLpwsdfcz5SjsXHbAImgE1ilO9XUXajG9OxKu3XD1yk/yBuRFLxHT06ZdsOxVATEQsDXvV5NmtF/T/ZTQikRA7Jzsi30QncLiVqh9AnyWdaD+lFS/uhNC+SF9i36bcYtRzQXvy+uVkWM2JVGhRmsXXp/LqcSj7Vh5h65w9CY5LMOf2LLwyhZiIWDr7DkARbT4neHLzuaUVbeqRUTy/E4JPxUKsGr2RJv1rIbeXJhJvrh67zYMrTxmwvBOjGs9Mdj83zdnLogsTGLyyC3N7LreIOgDzeq4gl092vLJ5oDPoMJnMLhOJREJ0dOxX/az7cGQL4s9TPnTzmP/7e7h54vPW4p0N8W4eV1dnBAIsuTxa7b9389hGSz4P27nrl5PaR/9S+/7b+DHYHDs2vjli8fsK7B8xsvNvx43+n5HJpAiFoFJ9mmPnw7Dr1BpIlxwSiQipVPp/8dg+JST5Yz4OSRaJhO++xZUgEonQ6XQWoeffnHCYvwGXExv7fqxBLpdhby9nYOWxXE5mjCee/iu7ElS7BCPqTObW6XsUKZOfkvX8Ca7jh9ROyuvHoebQ4Nm7iYtSMHhND/yq+jCkxoRPCmEeu2MQBYLycP34bYqWK4hOrePJrefsW3kkUV4JwKgt/SlYMh+Dqozl3oWHVtdMn90L/+o+lGsSTG7fHKgVGl7cCWHpkDWWEZqkiK8D7//LaB5fNzsz4husAmuZXUwemdISEfKWSweuk6NoFryyeNKvwiie3X6R7NpCoZCpR0eRLpsnQ6tPwD1DGkrW9Sewlq/luTyx6SybZ+0iLkqBUChkxokxuHu7JQqFtoZbOleW3pqBQW9EZidBo9Ly9NYLDqw6yv5VRxO5AsRSMbNPj8c9tydpHBzo8scGzt1K7EZpUcWXamXys2DLKQ5fsf6cx7NjYhsGHNnHiefWA7K3NWrOttdXWPUwsSh4rEpPBl7YwfHXjwD4Pbc/NbwKUm/1OqZUq0Ixdy9cnexp4NwSMIsW8y9NRhWn4c/R/xBQsziBNXwRy8SW5zL+uARzxfeCy5OJjYhjYOWxifKYPsTV04UyjYNoO6E5EqkYRbSSJzefJ/lcAnhmSsuccxO4f+kxo+pPSSSyfEieEjmZsGcIGqUGmb2MPcsO8fcf24gKTdoxMHxjHwoF56NX6eEWZ497BjcqtihNpdZl8criYT4u919j86ydKOM0zDtvHqka3XCq1Qp0t3SurA9ZjFqpYVbX5Rxce5KpB4fx4m4I0zsnHrnKmCsdM46M4O6lR4xrORdljPX3cKlcypoHM4gKjaZNwT6JtktkEnrOb0twXT/EUhECgZCYmJRDlb8mP6ObRyaTIpH8OzePk5M9BoMJpTL1f75+L6RSCQ4OdkRGJp+JZiMxrq5OqFSaL3Kk/wy4ujphNIJCkTr338a/xzaKZeOnxMHBXL/5o0Z25HIpwDcNaE6tfE4LlEgkxMHBDq3224Zd/0jEYtG7uvbUfeL5LUKSBQIBUqkEqVSCRCLGYDBaRJ7PaZxzdLRHLBYRExNn+QZcKhYjMAmQyqUoY5Q8vPKEnYsPcGJT4lwVsVjEjBNjSJM+Df0rjOLlg8SiQpb8Gc3V542CyFYwMwa9AamdlNENp1pdM8H67+q67Z3s6FdhFG+ehiEUCSkQlMcyuuTi4UzY8wjO7rzI9vn7GLmpH1I7Cf0qjCbs+ac1WQkFAlaN+hv/GsUJqF4cgJcPXnF0/Sm2z99nGbexc5Qz9/wkjAYj/SuOSjbk2T19Gko18KfNhBZIZRLiohTcv/SY3UsOWg1gBrOoMP/SZJQxSgZWGkt0eMILiA+fyywFMhETEYtTGkcU0UraFuyVopvD2c2ReZcm8/ZVFIOrjkMZq7I8lyXr+ePq6ULY8wjO77nMxmk70Ki0zLs4ibDnEThlcSOztwctR/7JnaehidbuWC8I3yJZ2HLkOltP3Ux2PzaPbc3Ec8fZ8/C+1e1r6jbkUuwTZt0+kmjb9vIdWPngAusfXQagduaCdM5VkspLVzOsfFnKemfBxdGOhi6tLKHW9y4+YnSDqQlElKwFMuFf3cfyXEaFRvPg8mOKlC3A1SM3Gdt4ulWR40PS5/Bi9qnxXDt+i8mt5pCreHbzc1nXnzReLoS9jODygetsmbObZ7dfktc/FxN2D+HwuhPM6bos2VHFqr+Xp9OM3/hr7AbWT95Kybp+NB5YlxxFsqLT6NAoNUSHx3Byy3n+HPUPer2BqUfMgmDPksOSPPbd06fBr1oxSjcMwrdSEZSxKmR2UpYM+JP9q48lOuYARm7uh0/Fwqz/YztrJ20DwK9KEfou7kCjTJ2t/h7PzO70WdiePL7ZGdVkJpcPJz4mFpwbh06tJXPejHQo1o9XjxMfVwAFgvPQZUZrMuRIh8FkxGgy/rBx7p8zm0f62W4eJycHDIbUm3nyI5DJpNjZyYiKsp4NZiNp0qRxRqFQJRl0/rOTJo0zer0RpTJ17r+Nf49N2LHx02EORpWjUql/2MiOTdhJGqlUglgsRKlMXth5H7yr+b/OKvp/EHakUjF2dp8WkgxgNJpHAD43JFkiESORmIUegUCQwM1jDfN7gQNGoylB3a1ULCHk3isGVxuPOk5N4Q+cN3J7Ga8ev+HEpnNsnrULqVzCnLMTCHsRwdAaE5N1NgC4Z0jDvAuTef0klLchkRSvVCTZ0OC0Gd2ZfWY8IQ9eM6zWpCTrur2yeOBf3YfqHX4hfTZPjAYTN0/fZfPMXVzYm3TDkFcWD2adHs/j688YWe8PywiMQCAgZ7FsBNY0CyjpsnkS8SqSO+fuU6JSUW6ffcDoBlMSZKtYwztXemacGMuds/eZ2HIWeUrktAQw2zvZ8fpJqCWAOTo8hkx5MjD92Bhunr7LuCYzknVyAOT1z8Xk/cN5/TgUr6we6HUGnr9rsNq15CD6j0Kl45u1Lh+6zsQWs62GSHtl8cCvWjHKNg6mcOn8qOJUyOxljGk4jbbzfsPby51afZfwKiLxxX//luXxzpKGs1eesnp/0qNsAOtGtGDxzYtsuG1dAJpbpSaxwliGX92ZaNvK4FZcCH/OjJtHASjplZ3xPtUpPX8Z3YMDqJU9D27O9gypOJoJu4dwaO0J5nZLXkRxcLGn8YDa1O1WDQCd1sCLeyEcXnuCnYsOWP1bFCqZjzE7BrJ76UEW9V2d6ELaI1Na/KoWpXSDQAoE5UEil6DX6YkOi2HHgv3I7KVkzpcRt/SuqBVaTm05x9a5ewDz2F7F5qUY12wGZ3deSrCuWCLGLb0rHhndye2bg6ptK+CVxcO8dngsvUsNS7FlDcC/mg9D1vVi+/y9CIQCSlQpRsZc6VEp1MRFKogIeYtEJmVUgyksuz2D09svMrH1fMvPC4UC1j6Zw4L+f3F4nXWhEqBK6zJ0nNKCriVH8OLeK8vto/7pSabc6elcYhAd/miJX9WitC3cL8nXOUAun2xU+a0slVuXQyAUooxTYRSYPkvM/pok5eb5ESLPx24enU6PRqNDq7Xu5nF2dkCnM1jy1GykjFwuRS63CTtfgpubC7GxilR7zurm5oJWq0elSp37b+PfYxN2bPyUiEQ/tkL6c1wp/zU+pQUqPnhXoVB9teDInxWRSIi9vTzV1rZ/bkhy/EXCv22+EgqFFjePWCxGr9dbRB6j0YhIJMTZ2RGNRmex4QuFAqQiKWd2XGDq7/OtXvRnzutNQM3ilG0cTC6f7Kji1MgdZPQIHsrtM/cS3f9DCgTlYeyOQZzYfJYZHRZh0BvMocH+uQisXYIyDQJJ4+VC6PMIzu26xM1Td+i9uBPH/jnNzM6LLaHNSVGodD7GbB3A4XUnObfrMiXr+RNQszhCkZCQB6859k/C0OAiZQswanN/Dqw+xryeyTdZuXq60GJ4Ayr/WhahSIQyVsXj60/Zs+wwR9YlDmAG8PmlMCP+6cPOxQdY3P/PRBf9GXNnIKC6D2UaB5GjSFY0Ki32znac33OFYTUnpvhte4kqRRm6vjfb5u1h6aA15garEjnMLqYGAaT1dif85Vsu7rvChuk7yJzHm8Fre6bYrBVPYE1fBv3Znd3LDmHnJCewZglMjmLS2NlTttMcFFaEjrEdq4GjkBfPopi79WSy668e1JQNT2+x4uplq9tHlSmPt5sdnc8lzlKa5lufOL2WIRfMok9+Vy9WlGqO3+yF/O7rQ+O8Bcjg7oKdTMLCfqsSNH0lRdnGQfRe0okVQ9exedYuS45O6YaBpMvqQURIJFeP3GDjjF08ufGM8s1K0Wthe5YOWsOWObtTXL/FsAY07l+bLXP2kCGnF2kzuKPVaAm5/5qQR29wSuNAuaYlkdlJiXkbi72jPQMqjebpreTH9sDsIlvzbAEIQCgQcHHfNRYP+pNXD5MOS67WriKdprVmdtcl7Ft5xHK7WCImY54MlG4QQMO+tXj7Kgr39K48uxNCz7Kj0H8kTjfpX4vKrUrxW8F+ye5j5+mtKFauAO18BgLQZmxjqrQqTSffgYS9iEAkFjF0bQ8Kl8nPzkUHWDXyb/T6xK+rqm3K035SCy4dvM6ifqsIrOVLi2ENQWBCbzL88Iw58/is6V29+o9z8wgECd08gKVlS6vVYjKl/jDbH4FcLkMmkxAdnXLOlY2EuLu7Eh0dm2rLPdzdXVCr9ajVNmHnv4pN2LHxU/KjhZ1PdaX8F5FIxEilSbdAOTqaw0QVCusVsP9vpGZhJz4k+VP/Vh/n6XwtBAIsTh6pVILJZHonrL4P5xSLRcjEUsvIR0pU/q0cXWf9zo6F+0mX1ZPilQqj0+h5eus5+1cfS+S8qfp7eTrN/I1VI9azYZr1pikwVy37V/eh3aSWCAQCDHoDV4/cZMfCfZzfk7TzpkaHX+gwpRVLB69ly+xdCbblKJKVwFq+lGkURIYc6Xj7OpKIkLcUCMrL7K5LEoVCW12/YyU6/NGShf1Ws2fpIQqWzEtQnRKUquePg6sDb56EcWbHRTbP3Mnb11HU7lKFthNbsKD3CnYuPpDi+k0G1KH5sAZcPXyDAiXzYjKaeHHvVZJukbrdq/H7uKbM7raUfSuOWF0zrbcbJaoWo2yjIHwqFiYuSoFWo2N2lyUpjr/V71WD1qObMLPzogRNXOuil+Pu5EiJ36ZZ/bnpverwUhuHUGliwppDyf6OxX0aciT8CXMuWN+XzsX9qJg7K02OLU+0bUihynjbp6HDSbPo42XnxL4qnSgyfS4NCxWgbREfsqVzQxGlNAt7j15zfMMZts7da9UN0mRgHZoNrs/kX2dzwkrQdxovV4vzpkjZAogkIgAO/nWcaW0XpCjEDlzdDf/qxRlSfXyCcOCP8c6VnvkXJyORSXh49TFDqk2wOhb1IWkzujPv/ETuXXjIqAZTye2bg0Z9a+FbuQhRYTFcOXyDf6ZsT9DQ1XpME+r1qM7ohlOTdLQtvzOLg2tP4uzuSN2uVTi28RzjWsxOdD87Rzl/PZzJ5N8XcGandZEu/n6r7kxj1dhN6LUGOkxqRp/yI3lw+UmC+wXXLsGvoxrhlcWDZ3decuXQDZ7fDSE85C2tRzcmY670TGu3gOMbzyRYu+XwhtTsXBmtVofeqP/hAg/8bG4ekaVOPd7NIxQKUKm0toydz8BcVCEhJsYm7HwuadO6EhkZ+8Pcdf+WtGldUSp1aDQ2Yee/ik3YsfFT8uOFnZRdKf9VkgoLFgrNwbtm2/R/RxATCoU4Osq/a2vbv0UoFODgYPcuu+DT/lbfStT5mPhAZK1Wh1gsQigUotPpMWgNvHr0hilt5vPg0qNk1+g0vTVV25RnfLOZluYooVBIvsDcBNcxZ96Yc1rCObvzEvbOcso1LsnYpjM4t+tSsmsDdJ75G1Val2PSr3MwGoxm502N4ojEIl4+eMWR9afYsWCfxXnTeeZvVG5djjGNpiU7dgXg6uHMhL1DyZgrAwhArdDw+PpT9q04bLX6HKDb7DZUbFWG0Q2mcHF/4orvDDnS4V/d3LqUs2g2jCYjUpmElcPXs2b8phQfb/e5banQojQj6/3B5YPXEQgE5CqencCavpRpFIhXFg/CX77l0sHrbJq+g7o9qlOheSlG1p2coFkrKXrMb0/5piVZ1H8VOYtlI6h2Cewc5Lx6EsrpbRcsY2Af3r9c02CG157EtaO3Eqy1VfUX9jJpksLO4iGNOR3yguwOrgxavMvqfeKZ1aUOt3URjD951Or22rnz0jMwgMoH5iba1jFPSUp55qTJ4VUASIRCbtQfSL4/ZlI5Ty76Bgbj7mTPnA6LeHztqSWTKFOeDLx9HcX147fYMnsPd88/oNfijpRpEMjgauOSFV3i6beiC8G1/Tj413H8q/tY8p0u7L3M5tm7E7hkxGIR00+MwS19GvqWG8mrR0k7aCq2KEX3ue3YtfQQG6Zuo+vsNvhULMyt03f5e8o2Llk59nL6ZGfy/uEc23CaWZ0WJzh+7Z3szMHgTUtSrEIh1AoNT248Q2YnJVNebwZUGpNkqHi5piXpNqcN8/usotvs31nQdzUd/2hJi1w9iItK/F7coGdVGvaqQcs8vZIdHyxd348ec9sgFgsZ03gG55N5vWbJn9EspJXJR+HS+d+NSQq4ffY+g6uNSzRmCOCR0Z0mg+ryS8syaDU6hFIher3+p3C2xr+3v3+P/5FuHnM+m5OTA0KhAKPRhFar/SCb57vsRqrE3l6OSCRKML5s49Pw8EjD27fRP8Xr8Uvw8EiDQqFBo0mdwpSNf49N2LHxU/KjhZ2UXCn/ZaxlysQ3mKlU2lQbOvelmAUte2JiUsdJ1LcISf5axNcEm0OSzSdWUokEo8bAyhHr8a1SlOIVC6NRaXly87k58+ajtqnJB4aTrWBmBlQaw6Nr1tuM4H3mTcdpvyIUClFEK7lx/DZb5++1eoH68fofNk3Fk6NIVgJqFKdsk2CL80Yql+Dk5kRn3wEJHAnJrZ+1QGb6VxzF87shlurz4Lp+OLs58uZpOKe3X7A4b8z3z0T/iqMtlc/JMf3YaLxzZ+Dywev4VS0GJnMA86G1J9ixYH+ii97JB0aQtUBG+lUYleTIjVs6V/yqmQN+i5TNj0ap5c3TMNZN3MyR9UnnmgD8cXAEmfNlTNTElSlPBvyrF6ds4yCyF85CVFgMt07dJUMuL9zTm5u1nt15mWi9/cZ/AJIUdtaObcnaK9epmCMHXWYkL2qN+70qsQ46BhzaZ3V78fQZWFSjFoG7piba1iRbcZpkKU7NA0sst12r2586K9aQwcWJCb/8gkFn5Nq2C0xvv9ByHyc3R3wrF6V0gwCK/1IEsVSMQAD/TNnGqlH/WBULPuSPgyPIlNebPmVH8PK+OSsmPpOodMNA8gfkRhWn5s2TMO5ceECZhoG8eviGwVXHJ5s/Neiv7gTWLMHk1nMSuKmyF85C3R7VCKpVAolMQuSbKO6cu8+mGbtIm9GNASu7sXbiJtaO35zsfovEIgqWzMuEPUPAZM7xCnsRwc2Tdzi09kSi1+TyOzM5s/MyVduUZ1bXpRz5+zRjt/VHr9UzsuGMROsLhQLGb++Pu7cbnXwHWR2hAsheKBPTj4wgKiyGVjm7JbvPYHadjds+ELf0aZjSZh6vH4fRa2F7MuTwoneZ4Ty/G2L15yQyCcV/KczwDX0QiUTmHB6TCZPA9NPkeyR08xjf3fZ9RZ74liKDwYBUmtDNE9+0lVovwr8V9vZ2iERCm7DzBXh4uBEREflTuOm+BE9PN2JjVWi1ttfEfxWbsGPjp+RHCzv/D4G434qPnxuZTIpcbs5o+S+eYAmFApyc7ImO/vlPouJDkj+nbe57iDoCgQAnJwcAYmPjLN/GSsUSIp5HMKDSWCLfmJudPmybKt0gEOe0Trx5Gsa5PZcpWdcPdayGAZXGWO6fFPbO9sy7MBGtSseIupPJWjATpeoFEFCzOAKBgJAHrzmy/qSlberD+3/K+hlyeLHw6lQUUQocXB1QK9Q8uvaUvcuPWM28sXOUM+/CJHQafZLrp8/uZRGO8vjmQK/TI5FJGNtkOsc3nEl0/0TrX5yEXqOn/y/m9QUCAbl8shFQ0zwGli6rB+Ehb7l88Aa7Fu9n0J890Gvf3z855PYy5l+ajF6rZ8mgvyhRpRgl6/ph72zPm6dhnNp6js2zdlsqsD+8f7+Ko5OtxrZ3tiewli+9FrZHLBGjVmh4duel1TGw/cZ/CIuOo1rPRVbX2jqlLeP3H6FTkD8tx69J9jENbFIe54x2dNptPf/Gw96eE63bUWjr+ETbamUqxPCiVVl0+zSL755GbzJytFpXxuw7RrhCwfw6tQh5FYUsSkm3gMGJfl4qlzL/0mRMRiOnt1+kdIMA3DO4Ef4ygkv7r7Fxxk6LcGO5/8VJGI0m+lUYleTzKZaIyeOXk2rtKlKqnj8mk8lSga7V6BCJREjtJIglYnRaPZFvInFM44gqRsXQGhOsNsrFky6bJwWD8xJQszilGwSijFHx5lkY/cqNJCaFJjSxVMyCS5MBAX3LjUAil1L8l8IE1CxOweC8yB3kxETEEhHyFlWcivwBeYiLVnJy6wXm9lwBmBvEZh4bxa/5exMVmng8zM5RzsSdA3Byd6R90QGJxB2PTO7MPzuW3UsPEVzHD0wmFg/8i1PbLljd56YD69BkQB1ObDrLnB7LLXXpAoGAthOaUaPjL0xvv8CquCmWipl/cRICgZC+5UeS1tsN/2o+lKzvT+a83igVakRSETqd/l/nmX0NEoo8EO/mMTs5Bd9M5LFWPx3v5okf2zKZsIg8/7Uvlqzh4GCHQCAgLi71uIh/Fjw93QgLi0y1MQJeXu5ERyvR6X78e4aNH4NN2LHxUyIUmv/3o7AJO0nzYaaMg4McoVBIXJwq1X4Q/lvMzU0/v7BjZydFIvn+IckpIRQKLQGZ8eN9AoEAmVjC1cM3Gd9sZrKjE+myelK7WxWqt/sFiUxMdHgst07fZeucPVw9Yr3NKHM+b6YdGZ1ks1POYtnMmTcNg0if3ZPYSAVpPF24d+kRfcqMSLEJKlOeDEw7NoY7Z+8zptE0DHoDhUrlS5R5c3rbeTbN3IWDiz0zjo/hzrkHjG08DY0q+fW9c6Vn5smx3L/0iJjwWPyq+YAJXtwP4fC6k4mcN+lzeDHz5DjuXXjImIZTk1w/PqelZqfKZMrrjclo4uGVx+xYdIDDa08kuT/xdd0PLj9hVP0/EqzvnSu9edymSTA5imQlOiyGB9eeUKhkPm6fvsfIen+k+Hg9M6Vl9tnxPLr6lFENpvI/9s46LKrE7+Kf6WEYUhA7sUWRDguxMBC7V921u8VuEQPFbl27u7DF7lw7MRFQOgd4/xgYxZnB3X13lf3J53n2edyJe+/cCe4993zPKVKuoEbYsypqQfjbT1w/dpudc/az6n4gf4S8p/N43aLN8YW9+W3DTuY0bYj3mFXZrrdXY1cq2BSg/Z5teh/zpO8gbPf4kZz2WSg1lyk4VKcPCqGEqNgELkaGMOjyLrbX6kLQ3WecfPqMzW1bc/n2CxyL56NV/m5Zlmmez5RFV/0Juf+GcU38Nc1mX2YSVXAvS3x0PM9uveT09vN0mtBa6/H6yKwo3+i3i83Td2NkrqSgdT6MzJWkJKXwKTSKuKh4mg1oQOOedREIBTy79YIRdSdrxguzY9zWwVSpXYnVYzZRrYUL5ZxL8/rRW7bP3sux9We0Hm9iYczi6zN49yyU0Q39NM1vX5Invxml7EtQ1rkULQY3RigS8vxuCAOrTyD1C5F67OaBmFmZMLjWZJ3bJpFJmHlkFGKpmL6uYzW3G5krWXFjOmd3X2Zen5UojA1oNcybhr95IjWQEP7mI68fv0cml1CodH5MLI0RCISsGLWBXYG6g6mrt3Rh6IpePLn5nJmdFvLuuXrMTWlqyJKbMwl7FcEor6la+9TQRIF9nUpUa+6Co1cVBAIBApGApOQUVKqfy83zZ+qnxWKRJoBZLBb99G4epVJBenq61rh8Lt/GyioPoaERP3oz/jb58lnw6VOcXkdiLv/75Ao7ueRIfrSw818OxP23ycyUSU+H1NS0nz6HSCBQN3fk5AaKnBKS/DVisRhjY0Pi4xNIzBAixGIxBnIZ22bt5fdxW765DPemToxY05ddCw6xZfpuqnjaUK25C84N1WLHq0dvObHxDPuXHkWVrMK1sQO+6/uzd9FhVo3a9M3Xeige4wAAIABJREFUWOeXGvRf2JWX915TrEJhEmITeXr7JYeWH+f0Nu0r8c4N7Bi1aSD7lx5lxQjtpimAgtb5cGpoR602VSnrXIr4mAREYiGjGkzTyoz5mswmq4Nf1Ffrdt6oxY77Fx/Re24XglafZMng37/5eivXrMDE3cM5suYUF/ZdVY+B+ThhaKLbeaNu+vL9U81dCiMDWo/woekAdV13anKqXjEqk8ymspObz7Kgr3YduHk+Uxy9qlCjlRuVqpVDppBx8uYThgfu1bkNF1cOZMqhkwyq5U7NQYt1PiaTNh62eNUsj/fW9Xofc7dnP+ofXciHxM/VwrMdmmInLYRcKuG3dktZu6cP/S/upG0JO8LCk1h04RJHunZmx7FbtKtrh5e0jea51rbFmHF8POf3XCGg2xK9TWsSqZhKNcrj078BlWtUQCAQEBoSlpFJpB7T08XAJT2o1a4q09oHcnG/7jwpuULKtIOjKFGpKP6dF/Lg0mOGrupNeZdSLB+xnoN6wrYNlHLmX/JDLBHjW3cy7198ANS5Ml7datOgqycyhZSXd18RtPokQWtOaUTH68du4//L/CwizZcULJWf8duHkreoBQojA2Ij4+heZYTW6zTNa8yqu7NZMmwDR9YG61yWwtiAJZencvPUPQJ6rkCukLLy9kzuX3zMlLZzdbTD5adyjfIUr1iEUg4lKF6hMBf3X+fThyjqd/Fg+i8LOL/nis515SlgRo+ZHXFr4kj4m4/cPH6bai1duX36HlPbzNXZ7PcleQtbsPxOAC/uhmCUR4lVUUvi4xIRy0SoVKmkpqb+8LyZf9PN82eEnS/J6uaRkp6e/tO5eXKFnb/Pf1nYEQgEWFnl4ePHWFJTc0+5f1ZyhZ1cciQ/Wtj5Lwbifi8kEhGGhgYZ9uif40DpW5iaKomMzHnCTk4OSZbJpBgaGhATE6fJlJBIxMgkUkQiIZ8+RPHHuQfsDDzIg0uPdS6j/ZjmtBnhQ0D3pVqOksyAX7eMtinLwhYkJyZjZKZk5ciNbPbPPvMDoPWIJnQY04J5fVZwdO1pxBIxNtXLUbWpE+5NnVEYGfD+xQfO7brMrsAD1O1ck04TW7Og30qC9DRBfUlms9O22XspVLoATl5VSEtL4/XDt5zYdJaDy49nETt8+nnx27T2LB60moMrjutdbqbY0XN2JyQyCapkFQ+uPNErRmWS2dy1bPg69i3OmivztfMmMiyaT+8/UdrBmoX9V/2pOu26nWrSb8FvrBy1iT0LDlHKrjiu3o5Z6rqvH7/Dzrn7Cbn/Rh3Wu6g7v4/fwo45+pvKMqndsbo60+XYdQI2nNK6Xy4Vc3JRX5JVKmQSMc595pGWzee8vmMZujVzodZ67darTK5360Wns2t5GK0WMfIZGBNUpw9jB29l/NTmNPWaTY9+npSrU4wrYSEUFuVh8P5DXO3Xi/lbgunVvCpJ0fE8vxPCk+vPaNSzHltn7mH95O3ffL2ZdfI75uzn+IYzODVQu3ms7UoQ+zGWkIdvuBN8n7tn7vP87ium7PfFPJ8ZI+pNIeS+dj4RqCvV+y/4jcc3njO943w+hUZlua/fgt9Iikvi7K6LHN9wlodXngBQ1rkUU/eP5N6FR0xtO1en6wagtH0Jqrdyo2YrN6yKWpKUkERcZDz9XEfzISRM53OEQiGb3yzj6tHbqJJTqNXGnTUTt7FTj1PGvYkDw1b2YqDHRF7c1Z0LVaRsAeadmcjyUZtoOaghb5+8Z4y3v15hCcB3bT9cG9sT0H2pZrzKs11VBizphm+97IOtTSyMaDPCh4bdayORion+GMuLuyGc2HSW4+uCdY7GFqtYhIDTEwneflETPG2a1wS72jbY161MedcyWBW1JD0tHVWKCoFQgCotNSNc+Mcdcv+Tbh5zc5MsfyP+Kl+7eZKTVRkiz/+um8fIyDDjb/7PfdHtryIQCLC0NOPDh48/elP+FkKhgLx58xAREfufzQjK5f9PrrCTS47kxws7/61A3O+FVCrBwEAKkONHj74nOVHYEYlEKJXyvxiSnDl69e/+XCsUBshk6pDkzINrqUQMqTC6wTRCHrzFoV5larR0xaGeLapkFSEP3nB07WmOrD6JSpXK2O1DqOJRkdEN/bh/8dtNQVMPjqK8S2keX39OBbfSxEXF8/j6Mw4sO6bzavvIDf1xbmDPmMZ+3D37QOcyMwN+Pdq4Y12lOAmxibx+/I4F/VbqFaMyGbyiF9VbuDDeZ4ZmZEwgEFDaoSSu3g5Ub+FK3iIWhL/5yLWjt1AaG+Di7ahppvoWfeb9St1ONZnadi6qZJUmgDlTjDq/50qWtqmeAZ1o0LU2k1vNzra2HdTOmyn7RlLKvjipqjTS09J59eit3upzgF+ntcOnrxd+7QO5sE87s8TMyhSnBp+dN0KxCIFQwJHVJ5nTY6nW47+m/ZjmtB7ug4FSzsLtZ1hzQPs9tTA1ZIdfF049fkatMtZ4jVxOVDYB+Y5lCjG5uxfOq/Sv/3yXbvje2M3FsBcA9C1bHS+Dcozsv4l12/rQuPYMxGIh244M5tT7JxQUmdFywxYeDRvI1JVB9G9TgylNZtB/cTesiliSnpZGaEg4lw5cY8ec/US8/aRzvZn19rpERLlChk31clSuWYGK1cpRqkoJUlWpCEVCEmIT+RQayZsn70mIScCysAUFSlphkscIgUhIelo6m6fvZv2UHTrXK5FJqNXOndodqlOqSnFkBlJEEhHJick8vxNCf9fRf0pU8GhblcHLexK0+gQlKhejjKM1sZ/iCLn/mssHr3Pp4HVC7r9BYaxg1f25RH6IYrDHJNY+msuLe68pWbkYfV1G8e65bjHol/EtaNStNp3KDdY7PubSsAqj1vUlKjyGLuUGkqLnd9JAKWf+hamIJWJGNZimlTPUYlBDOoxtQX/3MXoFM4e6lRm7dRBbZ+xhe8A+bKqXx6lBFVwbOWCWz5TwNx+5cugG22bt5cOrcGw9KjJx93B2zNnP2glbs92XZRxLMuPoOO6cuU9aejp2tWxISk4hJVX1w0ek9bt51P99S+T5/wo7XyIQCJDJ1G4eqVRKenoaSUkp/3NuHmNjw4x20lxh568gFArIk8eMsLD/trATHh7zw118ufw4coWdXHIkP1rY+a/kpnxPFAoZYrGIuLhElEpFjh49+t7kNGEnp4YkA5r62ujoOM1Jh1QsJvpDDMPrTCbsVXiWxwuFQso6W6szVVq6kie/GWlp6cgVMga4j/5m/bNYKmbBRT8MTRUM85zI++cfkMgkVK5ZgWrNnXHzdkRqIOXd01CCt19g/5Ij+B0eg2leY4Z5TuLtU/1hsZnbN/fcFCwKmvP7uM04NbBTi1EpKl7df8Ox9cEcXnlC8z4IhUICTk/EqnhehntO1NuaA+pcEedG9vSd/ysisYi4yHgeXH7CgeVHObfrst7n+R8ZS3GbogyvPVGrKatQ6QLqAObWbhS3KUpUeDRiqQizvKb0sB2abZNYJlP2+VLWuZS6eezWS3X1eUYmUd4iFkS8/Vx9/urhW8btGELlGhUZWW8yj65lX1UPMG77EKp42HByyzlcGztgaKogNKP6fGfgQa1g4JEb+uPUwI7p7QOZsn8U09YcZddpbfGreAFzFvu2wmvRak7070rH6Zt4GapbOAEons+M30e1xWbpAr2POdGxC4EPT3DojXqE7lT9AWyaf5ZjQXfYd3Q49Wv4AeA/vz3WFfLxISaW+ivXcWNAbxZsOkPv5u4cX3WC+r/WYkKzmbx//kHtvGntTmmHksRExPLwyhP2Lz2iEdy6+nfAu2ddJrWczdUjt7Ldlw261abn7E7sXnCIXfMOUah0AYpXLEyxioXV43UvwijtUJIKbmW4fuw2kWHReLR1Z8mQtRxcrt8VBurA5jnBE8lX3JK9Cw9T55eaGCjl7F92lN/HbtE7ltdqWBM6jmuBf6fPDVtSuRSbamVxqGdLFU8bClrnQ24oR5WiIlWVRm/nUQxf1YuE2ER8vfzoMaM9dTpWZ1zz2fxx7qHWOgQCAZP3DMOigDk9HbXDqYVCIUuv+ZGcmIx5PlPEUjGfQiN59fAt9y8+JjkxBcd6lahQtSwCBAiFAkY19OPOGd0i72/T2tKoRx0mtpjNzZNZs73qdqpBv/m/snDAag6vOqH13DwFzHFqUIVabatS3rU0qpRU5IYyDq86yZzuS7J9Dyq4lWHqgVEcWnmcZcPUo5mWhfLQfkxzPDtUJzkpmXQh/9mmrTx5TIiKivtXsoXEYrFG6FG7eVI0Qk9OCKz+u5iYKElOTiEh4c+5dHNRIxIJMTMzITxc/9+EnIxIJMTS0jxX2PnJyRV2csmRCATqZqwfSU47Wf9RCAQClEo5aWnpmvr33H2TlZy0PwwMZEgk4hwYkizA2FiJSpWqaesQCARIRWIeXnnKxGaz9I5vZGJV1JJFV/159fAtaalplHEsSfTHWB5dfqKzptyiUB7mX5jGu+ehjGk0nXg9o5XFKhTGpbE99X/1xDyfKelpaVwJusVmv508uflC7/aYWBiz8Op0IkOjGOk1lZiM5h+hUEgZJ2vcfRyp1kItRoW9CufGsds4N3YgKiwa33pTiI6I0btsULdBLb7qT2JcImO8/SlariBVmznj5uOE3EDKu+ehnNlxid3zDxEbGadp1lKlpDK89qRvNlmZWZmy+mEgibGJGCgNSFWl8urhG45vOMPBFce1qrXFUjGLrvgjlUsYWmsC4W+0r2xmjoHVbO1O5RrlSU9PRyQRsXToWnYFHsx2e8RiEXPPTcE0rwlDPSZoMloyM4k82lTF2lY9Bvbg8mP2LTpC58mtsSxswVCPCYilIlb+MZfhC/Zx8pq2Y8qmZH7GdKtLgyVr2dS5NfO2nuHWU/3CmrFCyrFZvSi1cI7exxxo04Ftb66x8dlVSijzsN2jKz4eswA4dMqXVo3nEhOTiJ1DMfzntudtTBTVF6/idI/f2HrgOt18XEmNT2KY50Se3wnJsmy5QkYVTxuqNnPGpZE9IrGI9PR0lKaGDK6hdmhkx7jtQ7CvXZlpHeZx6YB2no5zQzsGLulGqiqNgG5LuHHiLqAe8Rq9cQAnNp4lsPcKreeBOutp9Ib+PL31gqlt5hIVHo1AIMClsT3d/DtiamnMuT1XWDFivcYVBtBv/m94dqzOmEb6nXCgDhhedNUf8/ymBP1+mrioBOp3qUk32+Ga71mzAV50Gt+Sw6tOsnjoOq1lKIwMWH5zBqd3XGLZiM9h2mKxkMVX/IiPiWd47ckkJ6VQyq441lWKU8ahJCUrF0UikxAdEUNp+xIcyPguNO5Rl74uI3n18J3WugCa9KlHV7/2PLz6lCVD1/Lk+nPajvShrW9TprWby8X91/S+3kzajmxKu1HNuRp0k8oeFRAKhXx4Hc7DS4+5e+4hz2+/5NXDtyTEJlKjpRtDVvZi9ZhN7Jqn/d0yMldSr3NNGnSrg2XhPCQlJiOUCH/4qFYmWUWez//+0s2TJ48pUVExf/oCxd9F7eaRaoSe1NQ0kpPVbtf/mpvHxMSIpKRkEhNzhZ2/glgswtTUiPDw7P9u5lTEYhEWFmaEhWV/XJHL/za5wk4uOZJcYSdnIBIJUSoNSEpK0YTbQu6++RpTU3V48o8+VlbXnEJcXMKf2pbvF5IswshISWJiouYqokgkxEhpSGRYNL3shmdbdw0Zob67hnN84xkW9lOH6Gae+FZr/rmm/M2Td5zcdI5nt14wbvtQzmy/yNxey/SG0GZSxtEav8Ojubj/GleDblKztTtValUkKSGZ5xlhryc2nNEIYNa2xfA/Oo5rR28zo9OCbENQLQtb0KRvPbx71UciExOd4cLYtzhI79iTullrkjrQtfUcrfGmIuUK4drYnpqt3SlSvhDxUfEozQ15/egdfR19/3TT1Iu7rxjfdCbJCcmUccwYA2vpikXBPIS/ieBK0C12BuwnOSmZBZem8+bJO8Y2nv7NdiTTvCYsuupP2Ktwntx8gbtPxhjYyw+c3511DAzA2FzJwqv+RH6IYmT9qcRG6nZLKowMsKttg2fH6jjUsSU1NZXQl2EErT7JkxsvmH1yAj2mb+X6Q+1sFTebYnTwcaTjuu0sbOXNgVN/cOrW02xfx5VFAyi3OJAUPcLn5matuBT1lIUPguli7UIrE1t6tF8OwO7DQxncdy3PnqgFqqNnRwNgPWMOuzu248y5x3T1caVTiT6Evc4+sFMkErHy/lykcgkxH2MpVKYAkaFR3L/0iFNbznNx/zWNEGdZ2II5wZNIik9idKPpvH/xeVzJ2q44Q1b0pHDpAojEQnbNP8TqMZtRpWQ9cS5avhBT948kNUXF6rFbOLdbPdomEgsZuKQbbt4OrBy1kd3zdefcONStTOvhPpRzLU346wjO7b5MicpFsbYtztBaE3h5T3f2DWS01gVPxsjUkNCQcBYMWM3YTQMZXm8KD69mdXwVq1CYmUdGE7zjEvP7a2chWVcpxuxj45jUNpBrR+8glopZenUaMZ9iGVFnit4GMeeGdoxa35/VYzeza576NXbzb0/dX2rQtmhvLdEzk3zF89JhbHNqtHBFIBIilgjZPf8Qq0Zt+mabXveZHWnYvQ5jG0/ndrDaAVasYhFsPSpg61GRouULYWJpjMLIAJFYRHxMAo+uPmVEncnfFOatiloyauMASlYuhkAoICEuEaFUhEqlyjFZM7rcPObmZnz6FI1KlfqvVarrQiIRZ4xsSb5w86iFnpzu5tFVEZ/LtxGLxZiYGBIRkf2xSE5FIhFjbm5CeHjusfnPTK6wk0uOJFfY+fFkjvPExydp2bh/9n3zNSYmhkRHx/+wq6DqTCgDVKqcF5IslUpQKhXExsZrrnyKxSJkEimHlh+nvHsZSlYqmm1Ysjo0uJ3OUN8vsa5SHDdvBzqOb0V8jLoR5MSms2yfvY83j3VfZQeo3VHdfLVhyna2zNijuV0kFlHBvQzuPk5UbeaMsbmS0JfhvH78Dsd6tmzy2/mnQm7dmjgyYm0/ds07yGa/XVT2qKB23ng7IhKLePv0Pae3nmfvoiASYhPVobibB7N/mf5mrS9x93FixLp+vLgTQrGKRUhJSuHlvVcc/f00R9ee1rrandk0dWrLOeb3WanzRCVzPMSjtTtVPG2Ij0lArpAxpe0czmy/mO32lKhUlJknJnDl8A1mdVmkEb20xsDCorh34RHn91ymd+Bv3Dr9B9PbB5Ki56Q5k/wlrZh3bir3Lj5i07SdODWwU7eBlbBEKpXSZszvPH2jLZTUcSrDkPY18T8ajFOxQty//55dZ+9mu67zC/riunoZkYm6hazFXo2JIIpJtw+xsVpnHge9ZuWSkwBs3NmPOTMOcuWiWjxaurYbJUrkxXrGHFY1b8qrx+G0ql2FQVXH8vCy/kwmhbGCxddnEPspDt+6k4n5FIuRmRK7OpVw83agUo3ymFmZkpKUgtxQTmJcIlIDKakpqcR8iiP8TQSxkfEUq1AYIzND0tLSObTqJKZ5jXGsV5lRDf24f1F7/TIDKS2HNKZh99qY5TXRZPQIBBD++iOjGkzTVHjrwzSvCTVautJ9ZkdEYhHREbHcPXef/UuPajnsQN0qN2X/SJKTUoiPTmCMz0z89o9gw7Rd7Jp/WOc6ipQtyPxzkxnl7a9zLKvBbx50ndaOkd4zGLWmN+FvPzLSa5pe8bNac2eGrexFYO+VHFv/uVlLIBAw68R4JDIx/d3GZPu6p+wbQVkna4K3X8ShbmUsCpoTFR6tFolXndQKMR+9aSB2tSsxzHPiN8chu/l3oHGvumzy24Vnh+qY5zPlyO+nWDF8vV5nS+/ALtTtVJNRXlN5evMFlT0q4tbEETdvB2QKGSkqFQKRIMe4U9LT0zE0NEAikfDpUyS63DzfC6FQgFSa1c2T2bSVU0bcvsTMzJj4+ITccou/iEQixsjIkI8f/5vCjlQqwdTUmIiI3GPzn5lcYSeXHElOEHZMTJRER/94F8aP4FvjPLnCTlZ+pLDzd0OSv4eoo1DIkcmkREfHkZqqPuGQSMSIETHOx19T7a0wVmiFJb+8/5qja09T1tmamq3cmdh8FtePaZ8Ifk3vwC7U7+xBQPclyA3l1Gjlhk21csRHx/PkxgutfJqu/h3w7lWP6R3n6a0sziR/CSvGbRtM4bKFEAoFRIZFc+/CQ/bMP8yds7rHYtr4+tB+dHPm9lzG8Q1ntO4vUakoro0dqNnajQLW+UhOTEFhbMAW/92sGr3pm6/36yYroUhIOZfS6kyi5i6YWpkQ9iqCywevs2PufqrUsqHfgt9YPWYzOwMPfHP5NVu7MXh5L/YuDkJpYoibjyMyAynvnoVydufnMbBM3Jo44ruuP9tm72XdxG16l6swVmBfpxIdxrWgQAkr0lLTeHn/NcfXn+HA8mN6HRGZzq3Dq0+ydEjW+vYG3WszaEkP6g9YQoSOsbtmNSvxSx07hGIRd8M/8PBRKKsOZ/+enw7sTYPNa3kdHa3z/kk1PLEykzHo6g6ue/vSrc1S3r1TW/lXrO/Otk0XCTqg/tw2belI7wF1KT8rkMl1a2MYJ8ShXGHk6XBh/zV2zzuolUFkVdSS+Ren8fDKUya1nK034FcikzBhx1BsqpcnoPtSTm+7gJGZISVti2Nf24bmgxqSqkojeMdFVo/dqhmjaz6wAR3HNmdwzfE8ux2ic9lCoZBha3rh7u3EZv9dBG+7QMuh3ni0cWfX/EOsGrVR5/NA/T4vvTGTqPBoJjafRRnHklRt5oyjVxXEYjEfQyMJexVOakoq5d1KIxAIkRlISU1N5d6Fx1gWyUPIvTfM67sKJ6/KXD50i4h32hkYrYY2xqdPPdoV76tzO7r6taNRN0/khjL6uozi8fXnWe43NldSrYULhUrnp2FXT2b+tpjgbdoCpnEeI5be8Od28H38OszXua8Cz03GxNKYITXGaZxYSlNDKlYti5NXFdybOiMzkPL8bgi75x3Cu0898pewYnD1cZrxQ30M/70vLo3sGeY5kacZY6KO9W3p5t+RvEUt+OPsAzZM3ZEle2zM5kFU8bRhSM3xWplboBbGnLyqUKO1GyUqFyM9LU3TrvWj3DxKpQKRSJRxDJaucfMAGX+71I/7O01b/18y3TwymQSRKOe5ef5qRXwuaqRSCYaGBnz6pPu3Pqcjk0kxNlby8WNuNujPTK6wk0uOJGcIOz/WhfEjEAjU4zyQ/TjPz7hvssPY2JDY2PjvXjGZ80OShZoDc1CHJCdEJTK8tv5QYqFQSDmXUlRt6oR3Xy/SVKnEforj1NbzbA/Yp7clCGDmifEULVeY4XUm8eLu55NUiVRM5ZoZLpkmTsgUamHCQCnDxMKEobUm8OTGc73LzWTcjiHY1qzIKK+pvLz3Gvu6lanewjVLTfnxDZ+FCd91/XBp5MDoRn78cU5/nkgmozYNwNnLnj/OP8CmenkS4xJ5dvslQatPcWKjtijUO7AL9Tp7MLlVAFeDdI905S1ioXbJtHGnontZ4qLiiQqLZuGAVd9sv+owrgWthzVhRueFnNnx+SS3aPlCGc4b9RhYZGgkt4PvERUeQ8NutfWKWF/TpE99uk7vwKKBq3h+J0TTBmZZWN0Gdv3oLXbMPaBxW3n9WovegV1YPmI9excFaS2vYffaDFzSA5euc3WekHZq4IhnxRIsmBPEzPkd2XX2DrO3nc52G48F9KD97m08iAjXeX9ve2dqlSrCjD+OsdS5DS3rfM7jmbukE5fOPWbTOrU7QyoVc+DECLzXrKdBmdJUMbLCVClHGpvEm8fvsK9TmZSkFEIevOH4+mBe/PGKyXt9ObHhDAv6r9L7e5ungBkBwZNJS01jjLc/bzNam8o4lmTumUmoklNJVaWyctRm9i09qvX89qOb0nxgQ4bXmcSTGy+y3GdTvRyjNwwgOiKaKa3nZBmhKu9amnHbhpAYn8SEZrOyfOcgQ5S65MeDS4+Z3CpAS5QqUrYg5VxKkb9kPup1romhiSEHV56gwW+1uHL4JqXtS5C3iAUpySqEIiHhryMwtTJhue9GDnwV7CwSi1hzL4CgtadZP2XnV9thwbyzk3l45QkKYwOsbYshkUlIiE0kOTEFsUSEwlhBesbvd3JCMuN8ZnBHTwZQ/hJWzDs3mbdP3zPWewbRGZk/coWUJddnkBCr/o2L+aT/4od1leLU6+yBV9daqFJSCXsVwclNZzm44rjesdRph0ZTolJRBlcfp/P3s5xLaRr3rIt7UydSklJ48ccrzPObYWAoZ1C1sd8UjQBmHBtL0fJFuHb0Fs4N7BBJRKSmpZEuSP9u7hQjI0MEAgHR0br335/J5vlefHbzqIWenODm+SebxH4mZDIpBgYyIiP/mxk1crkMpVLBp0+6swRz+Tn4O8KO+N/YkFxyyWmoDxD4aRw7QqE6TyclRfXNNoWfbd98m3RAwL8tlnxJpqsqJiZnhSSrG+WUpKamERUVk3EbSEUSXv7xmrGNp+vNTwHUAsmjd1Rr4cqLOyHM7rqYilXLUrONO2ufLCTmYwz3Lj1i74Igbp5Uj9EoTQ1ZeGU6iXFJdK88ROvEKCVZxdUjt7h65BZzey6jtH1JAoInkpKkUjsddg7j1uk/2DX3gM6wZKlcyvyLU5EbyulZZRgfQtQn+Wd3XuLszksIBAJNPk3T/g3oPvMXUtPSMFDIGFZ74jdFHaFQyKxTEyhQMh99nX159fAtIrEIm2rlcG/qRDf/Dgxc2p3QF2Gc33OZnYGHGLmhHyUrFWOA+xitE+ov+RASzt5FQdjXrUzMx1iWDVuLTfXy+K7rj0gs4s2TdwRvu6AZA8tk9KaBONSzZXjtSdz/ajTu5b3XvLz3mi0z9mBkpsShXmV81/UnPT2dxPgkGvaog9RAytE1p7IdDanX2YNxPv6a+vYHl5+wesxm8uQ301SfL705i/joeJLik8hX3Ioxjf10BgGhoD4LAAAgAElEQVQD5CuWF0Cvy8BEaUBsdCIPH7wjLDQKS1Ol/jclgxRVGkqpTO/972KjMZcpsMtTmLC3Wa/0xsYkYmKq0Px/crKKT7HxFDE15WNCAsp8UkI/xVLOwpSJzWep3VbOpXBt4siAxd2Jj0lQn6QKoFDp/Dob1Br3qkv/hd14/scrRtafysf3GW6hO7PJWzgPt0/fZ7nvRiq4l6GrX1ue/xHC3bNZx5U2TN1FqiqV2ScmcOngdZ7deom1XXEc6lZCbijn+PpgZv22WCun6t6FR3Qu3Z8uU9sy/+I0nt58weJBa3h45QllHK2ZHjSGE5vOsqDvSp2iVMiDN4Q8eIPv+n7IFDJWjtlM16ltCOyzEpUqFcf6tvR08CUmMo7I0CjS0tJx83Zg2MqenN52gdjIzycwqapUAvuuYvT6fuxZdEQTsFzavgR+B3w5seksCwes0WyH3FCGVVFLTC2NSUpIxsjMkDGbBzGvz0ryFDBjyj5fvUHJ756F0tVmCMNW9Wb984U8vfWSYxuC6Ti2Bc/vhDCh6YxvZly9f/4B1yYOPLr2jKVD1uJQtzLVmrvQYVxLEmISiI9JICE2kejwGJ7efkHl6hUwMJLT23645j3+mvsXH3H/4iOEvwmpVKM8U/ePVItVAgF+h0dzNegWO+ce0Dk+JxQKmXd+CkZ5jOhtP1zjiipuUwTnhnbUaOlGkXKFiI9LQCQVkZKi+sf/lggEYGysJC0tXa+oo36cABCQqd+kp6cjEHzp5lH/+3u4edLS0klMTNIEFWe6eYyNlYhEwozw5eSMpq3vc3yQe2z29xAIBP/p/aZ+3//DLyCXH0auYyeX74L4B0uIRkYK4uMTc0yw4L+JRCJCoZCTkJBE8jfyLSDTofLnBIWfge/9WcmpIckikQhjYyWJiUkkJKhFAqFQiFwiRSAU8P7ZB4K3X2Bn4EG9DVWl7UswPWgsV4JuMrPzwiyhxHJDOXa1bajWwgWXhvaQns6HVxEULluQ68duMalFwDcDSvOXtCLw7BSe3HzBpOazkMgkOHrZUqOVG3aeNhlhySFql8yGM5gXMGPBxWm8fvyOcd7+muwefZjmNWHpzVmEv4kgLiqBCm6liY2M59G1p+xfepRLXzXjKE0NWXjVn/joeHzrTskSKPwlBa3z4dzIntodq1O4dAFSVWncu/iIDZO388d57VyRTMRSMQsv+yFTyBhWa2KWkN6SlYtl1JS7UsA6Px/ff+LmybuUcSiJoYmCIR4TeP/821f5A05PpEDJ/AyvMwkjM0PcmjhSrYUL5lamfHgVwZXDN9gRsJ8PGVX20w6NplSV4gzz1K5j/xqJVMzCq/5YFsqjzpBRyHj/Ioxzuy+zK/CAxi0BMGrTQDxau+PYJUDnssZ3rYciAaZN2k2vfnUoZV+YzjM2Z7v+vX6/MvbMcU691O3oss9fgGWNvLn98S2RF6JYOOezk2j4GG8gnRlT9mlu27S7P8deP+fqm7f0snPk6t0Qmte0wUvWVvOYlkMb88v4ViwcsBqRWEj1Fq5UcCtDUmIK0eHRxEcnIFfKKVQ6PylJKiLefkIsFWNuZYJYKiYhNpGP7yOZ03M5t4M/jwg2G+BF+1FN6VhqoM7vX1kna9oM96aMY0kURga8fRrKo2tP8WjtxvFNZ5nbfane/WRV1JI2vj54tq9OWloaCiMDglafYnbXRdnuX7+g0RSvWJS9S47SZpg3S4ev59bpeyy8OJU5PZcTvOOS1nMm7hiCXClnRL2pWveN2zoIiwJm9K86DrcmDgxf2YsN03aydeZevdtgXaUYs46PZ/mIDezPcDR1829P3U416FiiL4nx+n9TipYvxC/jW+JY3xaRSMinD1G8fRrKvQsPObHxDCH33+jcVwsu+XH33AOmtpmb5TdOIhVTpHwh8hfPi2leE/IWsaDZwIaIJWI+vApnYb9VXDqoW9jMxEApZ+nNWUR+iMK33hQMTQ1xzhBKy7uqf4+e3XrB4YysH6lcypIbM0lKSGK4p36nkdLUMMOl6IJzQztSklSkCdJJ5//v5hEIBJiYKElJUREXl/1vbHboc/P8iJEtoVCoyeWRSiWkpqZq6tT/TTfN92oS+19DfbFMkq2omJNRKOQYGMiJjPz7359c/vvkjmLlkmPJGcJOkiYb5H8VuVxtIY6NTfjTwsTPJHr9Gb7X/vivhiSvGbOJq0duZ2lx+vQ+UsslU7tDNfov6s6m6TvZNG1XtusTCAS0HdmUtiObEhUeg2leE8LffOTakZtsn7Ofd0+1r0rb1anEuG1DCFp9kiWDf9faJ0KRkIruZTXCRN7CFiQlJJOckEy3SoOzHQMDsLYrwYwjY7n8RWiwVC7F9ouwZLFMzLunoQRvv8D1Y3eYemAkd88+YGrbuXrzUzLJX9yKwPNTeHrzBYdWHqdac1ecvGxJVaUR8vANx9YFc3jVCU0+jXk+UxZe8efNk2+LUqaWxtRs7cZvfu2RyCTERcXz5NYLglad5NTmczpFXAOlnMXXZ5AUn8yIOpOIDMsqSlkWtsC5oR01W7tRzqU0cZFxyA3liCQifinRR2dWypeIxSLmXZyG0kzJUI/xfAgJp3CZArg0UmcSFbMpQuSHKO6df8iueQfp5t+RilXL6hV2Agb6EP4kgoWBR6hdtyLtutfAZ5x2k9KXbJ/UicAbF9j7SLfrysJAwbku3YhXJTNpyA7u3PzsnurZvw4FC5kxdvhWzW3zl3XGqKAR444eZ1KtWuw8eouuPq54G7QDoP+ibtRqV5WxjadnqTMXiUWUqFSU4jZFyFPAjLYjmxIXncCoRv68uPuK0g4lmHt6Aulp6aSlpdOp7EA+vtN2dkzaNRSrYpb0qDJC5+vpt6ALddpXZ6PfTrb47yEtLZ0i5Qrif2QMrx+9ZVitidnur5ZDvfllQitun76HTbVypCSmEPLwDae3nufYumCNW08sFvH70wVYFsrDp9Ao5IYy/Dsv4trRO6x7PJcTW86zbPgGnevIXyIvS6/686vNEE1WUCbGeZQsuzGDj+8+UdA6HwE9lnFqy3mdywHIXzwvCy/7sXXWXjb57dbcLhAImHZwJHmLWNDNZqjeixiVa1Zg0q5h7F54iH2LgijnUpoyTtZUrFoW68rFSIhN5NapP1g+Yj2hL8OwtivBzGPjvjleB+rv17Lbswl7HcHUNnOp17kmrYf7EBkexRb/PRxcfkzrOeb5TFl0bQZPb75gQrOZWr8pEpmEyjXKq4OTmzhiZG5EenoaMgMZnUr10zsi++U2ZYpGS4euxa5OJaq3cKVASStN01ZKSspfcqcIhQKMjY1ITk4mPj77tr2/SmY+j9rNkFOyeaQZbp5kjaPnn3TzWFiom8T+149d/2kUCjkikYiYmP9mRo2hoQEymZSoqH/2O5TLf4tcYSeXHMuPFnaUSgMSE5P/p696GBrKEQqFxMYm/KUT/1xhJyvf47MiFoswNMyZIckGBjLkcjkxMbGafSCViBELxUxpHaCV5WJkrsShni01W7thV7sSSfFJJCUkkbewJRNbzOTszsu6VpOF9mOa02aEDwHdl3Jy09ksLU4V3MtouWSaDWxIl8ltWDxoDQdXHP/m8r1+rUXveb9y5PdTlLIrgbVtMaLCovlDT1hyjZZuDFnZk83+u9k4daeeparri10bO9BmpI9mcu/MjovsnHsg2zaczNDgo2tPs3jQGs2JZuYYmFsTx4yacnPC33zk0fVnuDSwJ3jbBQK6L/lm3XvR8oUJODWRGyfvMOvXxZRxLIl7UyeqNnVGaWZI6IswLuy9ws7Ag0R+iMoQmaby6OoTJrX8tlOqQMl8LLk5kw8vwjDLZ6puA3v2nuCtF9iz8LBWfbqxuZJF12cS8fYjo7ymEhel7TAxNFFoHAQuDe2RyCUIhUK9ws7K0W24dvIRG9ado3yFgkya2ZpaQ5dku93rR7djy7O7rL2tP4/oeb8hpKSl0qD69Cy3d+hcFTvH4gzus05zm+84b6p5lqfHjj3M9KrHvI3BDGlfkxbGvzDt0Gh1HbjHeEIeaDs9QF0FPvvkRJ7ffcWk1nOJi4qnYXdPuvu359WDtwT2WUlbXx9KVi5KpzIDtZ6vMDJg0ZVpvHn8ntGN/TW3m+czZdbxsYglYsY3nan1WTTNa8LMY2MRCgX0dR6ps+6+x+xfaNC1NhOazuDGibsIRULKu5bGuaEdrt6OFCyZT1MvLpFJSIxL4vrxO1w+dIOzu66QlJDM4ivTKFGpKHHR8URHxDKlbSBPb2l/L8ZsGoDcUMYY7xla943fNhiXBlVIiE3k7K5LPLnxgvC3H4mPSUAiFSNXygl7FcHbJ+9ZcWc2xzeeZfGg37WWIzeUMfvkBAyUcgZWHZvFHQZQq11VBi7pxrJh69i/RLutTywRY+tRAe8+9bGvXYnoT7FYFDBn3eTtrB2/RevxX2JiYczSmzN5cvMFE5vN1DTFyQ3lNOxemxZDGiNXyHh2+yWHVp7gxIYz6ra481O5dPA6s7os+qajNm9hC5bemsWjq0+RKWSUsi9BTEQMj64948DyY1ruQtO8Jiy5PoNnt0MY33RGFtHIxMIYh3qVqdbChSq1bEhVpYJQQLogLVsXsEgkxNhYSULC53Gmf4uc7OZRqVI1Icz/XzePpaUZERFRuY7qv4ihoQFCoYCYmP9mRo1SqUAiERMd/e9+j3LJ2eQKO7nkWH60sGNoKCc5WfU/GUAnFAowNDQgNTXtb10h+xlEr7/Cv70/pFIJBgbSHBmSrFQqEIvV7SWZVx2lYgkpCSmMqDMpS9iqLkRiEUtvzsI8vylJ8UkYmhp+zpKZe1DnaNLYLYOxq1OJ0Q2nZWl/yUTjkmmudskYmakt/hf2XCGg2xKdJ6Vf0jOgEw261mZKmzlczhh7UBgZYFenEjVauuLoVYW01DRCHqhdMpaFzGk2oKFWyLA+WgxuRKeJrVk6dC2JcUnUaOWGba2KJMUl8ezOS46sOcmJjZ9dMg261aZXQCe9ocFfYlHQnF5zO+PkZYdQKNAIXAeXHePCvqs6n+PcyJ5RGwawa95B1ozVHk0qaJ0Pp4Z2eLR2x7pKcZISklEYG3D92B1GeU39pnBY2r4E/kfHcXbXJeZ0X0paahrFbYponDeFShfg4/tP3D79BzvmHCBVlUbA6YlcP3Yb/18WZBlV0UX+4lbMuzAVQxOFerROj7CzdWondq67wKEDtzA2lrN1zyCc+gRmu+xlg1ty5lMI8y5f0PuY5/2GEB2fQPO6Wdfr08KBOvVt6NP1syuoR19P6vpUYc6Zcwyu5s6IwL349WkEickkxCUx0G2MXidT9RYuDP+9H3sWBrFy9GbS09OZsnc4laqXY9e8Q6ydtJ20tHQkMgkLL0zhya0X+HfSHoWyLJyH6QdHYmii4OP7SIqULUBqSippaekcWXeaRQPW6Fy/3FDG2K2DKOtozYxOC7KMBI3fORSbquUZ5jmB53d0Zz5JZBIKWufDL2gMEW8+Mbze1CzfxUm7hmLnWZGo8Bjm9FyOa2N7XBrZ0aFkf61lFS5TgAUXptC18jDCXqnHC8ViIQGnJmBmZcLohtMp62yNc0M7CpSw0nw20lJTUSWnYmSuRCgS8vbpO3ra+ercXlA7VEb83gdbj4oc33iGlaM2Ex8dT9uRPrQb2RS/Dt9u0wNoPqgRnSe3IfTFB/KXsOLj+0geXX3KjeN3uB18L8vIlkWhPCy+ps6emt5xvl5RtqyTNTVbu1OtuQt5i1iQlJBEbGQ8/VxGavaJPopVLELA6Ymc2nKO+X3UGUhyhYwqnja4N3XCpZE9EqmYd88/cG7XZS4duMa0Q2O4GnSDGZ0XZisUC4VCXL3tGbGuP8nxyciVchLj1W6e5OQUze+FSCTCxERJXFwCSUnZC8P/NJnb8Pm368e6eaRSCTKZBKk0q5snKSn5L1+YsbQ0JyLi03cvc/ivox5xFxAb+98UdoyMFIhEYmJicoWdn5lcYSeXHEuusPPv8HecH1+TK+xkRak0yLjS9s/vj8/V83+udev7hiQbkpaWnsW6bGxkSHJ8Mp3LDNCbF5OJgVLOwiv+pKelMbzOZCLeftRkyXi0cadEpWJEhkXxx7kH7Aw8yJMbz1lwyQ9DYwXDPCd+s+VFKBQScGYS+YpacmDZMao1d6FgqXxEvIvk5ok77JhzgJf3sma8TD8yhpKVijGi7mS9DhqBQEBZJ2tcvR1oOawJqqQUEuKSOLX5LDvmHCD0ZZjebRq6ujdVmzozztuf28H3NLeLxCIqVi1L1aZOuDd1xsjMkPcvw0hOTKF4xSKM9/H/ZosVQMfxLWk11Bv/Tgu4fPAGlWuWp1oLF9y8HZFIxbzNGAPbszCI+Oh49QnnpNYE9l7OsXXB31x+swEN6DK1HbdP36OCWxlN2PWJjWfYv/SoVk252snUiw1Td7DFf7fOZRrnMcKxvjrnyLWxA/HR8cgUMgK6LeHYuuBsP8s2VcsxeZ8vR9eept6vHtx89p7+AbodUwcDujN76j6uXlZXih864YvHkMXEZ/M7OKtHY14LYxgffELvY573G0Lohyg6NFuQ5fY69W1o1d6Vbh2XaW5r3cGVTl2rs+nWHdrYVqLDmHWsGtsWVWwihiYKPn2I4unNF1w/dpsXd19hYmGMUwNbPDtUR5WcikgsRCgUkhCXiIFSTlJCMn4dF3Dp4I0s6y5ariDzzk1mqOdkrQp1ALFEhLuPI219fShQ0opFA9cQ9iqCISt6EvY6gv5uY/S+3iZ96vHbtHa8exbKypEb+GV8S0zymjC4xnjCXuluDwO14LrijzmEv/nIqIbTSUpIxutXDxp286SUXXFSElO4HHSTgB7LiYuKRywRseL2LM7svMTK0dqCo++a3lgVtWSQx0TM8pky/+wkwl9HMLrRdGI+6R+nEAqFrLoXQPTHWAqXKcDF/dfx77RA7+MB7OtU4pfxLSlpWwxVigpDYwXb5+xj97xD2X7fQe0ubD3Chymt1UKxqaUxdnUqYV+3MmWdSmFZKA9SubqlKzYqDov8eTiy7iRzuy/7Uyf1zo3sGbNpEEfXnaZYxcKUcShJzKc4Hl97ysHlx7UEXZvq5ZiydyQ75u5n7YStepYKxSoUxrmhHU36eWGY0Rp27egt9i4K4tapP/Q+r3CZAsw9N4Xze64wp9tSzKxMcKhXmeqt3KhUvTzJicmIpGIMFLIso7s/kpzn5pFmCD1qN0+m0KNSfft4NG9ec8LCPuUG6f5FlEoF6enp/6+Mpx+JiYkSEBAb+31F0lxyFrnCTi45lh8t7CgUMlSqtBxx0PFPIZNJkMv/mvNDF/+rotff5d/aH0rlt6vnv+T7hSSr7fNJSZ8zEYRCAVKRhLeP35O/hBUCoYA3T95xYuNZ9i85qjWqU7BUfuaemczDq0+Z0ipAM6LxJQpjBQ71KlOjpSvuPk6kJKkQS0UsG7aOfYuCsv0Mm1gYs+CyH9HhMfjWn6JpyVGfKFehZis3KtesQEJsIs/uvOTYutO0G9UcVUoqI+pM0ts8k4lYKmbBJT8URgZMazeXkrbFqNmmKuVdShH7KY6HV5+yb3GQRowRCoUEBE/Cqqglwzwn8vqRdsPRlxQomY8Fl/0QS8SIJSIiw6I1WTL6wpLHbR2Crae6jv3B5Sda93/tklGpVBgYypnXZzn7l2jXYH9NtxkdadyzrsbJJBAIKO1QErcmWWvKM3OOPNq408a3KbO6LCR4+7edTJn15+snb8PMypRqzV0wzqMkPjaRlJRUtkzbyb4vRl5qd6zBgEVdWTV6E7vmHeRQymaW7DzP7wd1OyhOLepL/x5rePlCfSK++/BQ2k7bwJtw3fXSAKPbeWKQX0afw/v1PuZ5vyE8eviWPr9lzetxq1aaHn1r06n1Z9eMV2NbevTx5HHUJ2zyW9FkyHJ2zexKx2K9SIpPpoqnDY71bCnrUgoTC2OSE5OxLJSHhJhERnvP4P6lx7QZ0YRO41uQkqzi+MazzOu7Sud2dRzbHK9fPWhfvJ9OcWziziFUcC3NqIZ+PLzyFFAH5M49M4nE+ET6Oo/W+5pNLIxoP7Y5Xl08SFWl8eTmc3bOPaDXvWKglLP8bgBvnoQytslMipYvyLjNAzEwkhNy/w2l7Erg22Aa9y9l/dw61qvMiDW9aZG/h9YyLQqas/zmDPYvP06DXz04v+cKAd2XqceAsmHhZT8ABtcYj1k+U+adm8KdM/eY3Hputs8DCDw7mfwl8nI7+D7WtsWwLJSHdCAqPJprR2+z0ndDFkF7wOLueLRxZ6TXVO5f1HYXZiKRSXD1dmDoyt7ERsahMDbg/J4rLBqwOtsWwXpdPOg779cswqzMQEplj4pU9XHC1dsBqYGU988/cH7PFUJffKB34K+s8P22+w/AztOG8TuHsXXmHkLuv6FaM2ccvaoA8PbJe4K3Z23UK+tciumHx3Bg2VGWj1ivtTyRWEQF9zK4NnagajNn8hXLS3xsAqnpqSQnq3KEGJFV5IGv3TzfU+SBTDePWugRCISalq2kpBSd+8vKKg+hodk7tnLRxsjIkNTU1H885+l7YWpqRFoaxMXlCjs/M7nCTi45FpEIvvPfzywYGMhIS0v7266WnIZCIUMkEhEXl/D/tujmCjtZ+af3R2ZIckpK6jer5zP5XqKORCLGyMgwi31eJBIhl0jY4r+HDVN3AGBdpThu3g7UaO2OVVFLIt5+5GqQ+oS/SLlCjNowQH3wP3z9N7fZpno5Ju/x5dzuy0R+iKJ6C1dMrUz4EBLOpQPX2DFnf5ZgY2vbYvgfG8f1o7eZ0WmBJp/ia8QSMTbVyuLdqx729WwRCCA0JJzgbRfYPe+gVqZGJnkKmLHg0nTePn3PWG//LA1DMgMptrUqasKSRWIRoS/DsCpmSejLMIbVmkh0REy2r1eukLHwijqvZXjtSSTEJeFQtxLVmrviWN9WPQb2RVgyaenMuzgNI3MlQz0mfNNBADD/4jTyFrbg0bVn2HpUICk+ow1sjboN7GshYPJeX8q5lGJE3ck81VEJD6hryhvaZRHNwt98ZM24zZzblX1uUmb9+YRmMzX15wAV3Mvgf2w8B4NuU6+2DfGRsTy4/JiE2ASqNnXBr30gF/aqHQl74jcwe+Mp9p65q3MdF1cOpGmD2cRntBxt3TeQgYv3cveF/sDY7g1dsLUtRNvd+p0N17r24uH114wbsS3L7ZWrFGXEOG/aNZ2vua1qjTL06l8HY3NDUtJS6T11G6vGtWVWl4Wc2HAmy/OFQiHzLk7FxMKEYXUmE/oynE4TWtB6mDfREbEs991Av/m/smTYeoLWnNLaLqFIyLyzk0iKT2awx+fQY7FYSOC5ySiMDBjmOSlLUxqoxZ35F6bwKTSKwTUn6HzNeQvnYcElPx5dfcKueQep1twFdx8npAZSPrwM4+bpe1w/couQB28wNDVg1vGJIIAzOy5R1skaq6KW7JynduENW9mbaR3mc+nQDZ3rWnMvgCNrg9k4Xdvx1TewM57tqnLj+B0mNJ+t8/lf4nd4FPmLW9HHaaQmtylvEQsCz07m/YsPDKs9Wct1Bmohd9EVtdA61GN8FuE3T34zKlYrR4OunlRwK8Oja09Z0G8VXaa0payTNYNrjNNZVf8lZZ1L4R80hu0B+1g3aTsVq5al86Q2lHGy5uW9V+xdGMSR309leU4bXx/aj27O5NafR0Z1UaRsQZwb2vOrX1tUSamkqlK5dvQW+xYf4eZJ3d8VgJqt3Ri8ohdLvsolEwgEWFcpjksje6q3cNE06r19+h7bmhVZMXI922bt07vcTCq4lcHv8BiCt18gbxELyruWITE+CaFEiCo1NceE/2YVetIybvsxbh6RSIhUKs3I5hF/4eb57KDOl8+C9+/1O+dy0Y2xsZKUlJQ/fcyV0zAzM0alSiM+/n/jnCWXv0eusJNLjuXHCztS0tL47rPf/zQCgVokSEtLIy7un7kSoVDIUalUf6oa/Wfgn9wfOTkkWS6XoVDIiY7+HJIskYiRisTM6LSAs3pO3s3zmWa0I7lTxdOGuOh4kuKTmNNjmVZA59c06lGHHrN+0bgyMrEqaolzQzs82laltH1JoiNiuH/pEc/uvKTVkCZsnbmH9ZO3f/M1OdSzZcyWQRxacZxDK47j1EC9zGIVCxMZGsWdM/fYOfeAZpylvGtpph4YlSUvJjtqtHRlyMrexMckYGSmJOLdR24cv8OOOfv1ViHPvziNp7deMrHZTC0n0+cxMEdqtHLFqqglKckq5AoZPWyHZhvADLqbrERiERXcylC1mXoMzNjciNCXYVzcd5W9i48wee8IZAZShtaaoNVC9DWfnUkWLB78O3aeNrj5OCEzkPL+eShnd15m17yDWVwI0w6OppRdcYbVnsSLu1nzWSbt9SXBSMEkv73MnNISZVoqpe1LIEBAYnwSrx++5dSWc+xbfIQNoSuYuOIwwTe1R49kUjGnFvWhvsfngON12/syfdtJztzRXWUO0NS9Iq28bKm/aa3O+42kUq517U3w8ftMn7Qny30lS1kxPaAtLRt/doJUqlKEkeN8kBlJkUvETFl5hIFtanBl9xVmdv48DmSglLPkxkxiI+Px9fIjNjKOpv3q082/PdFh/8feWUdFtTZs/zfBzNCNgN2KIijddoAtYnceu1sxQBQssLuPnYjd3d3dgQjSDd8fI6MjM+B5vuccOc/LtZZrufbMvmfv2THc174ijoFuE/n8Nhq35g6MXNGXLlZDiYvKTRgamOkx68hEpFoS7p17jJ6JDlXdKiLVlOJr3ovYz6rtkvomuoSekyvdBrtNVCL6KjqUY8bBcRzfdJaFA1cpvVaicjHs6lXDoaEtpa1Lom+qR2Z6BimJqXx+F82nV5+5e/Yhxzedo1SVYgSGj+Ha0TsEdpivNoC7VltX+oZ0pE3xfkrL+87qSMMuNdk6ex++w3xIS04jKZadbBwAACAASURBVD5Ffj/MyiLuSwLXj95h88w9pKWkMX7TIKq6V6a/w9hcijwDM338tw2jROWi7JgXweYZexT7ZWCmx6IrM/jw/BMTGgflmdFlWdac9uNbUqutG+lpGVzZf4NVEzepbOnLgU3NKkzbM5p1U7ayfY6yMsyyrDkNe9SmbkdPdAy0+fgiknO7L2Nork/NNm6M956uVsH3IzpO8sVvRDNmdApDKBLi0coZxxzlzbOPnN6mrLxpPrARPaa3Z2bn+Wrv6znQM9alX2g33Jo7kp2VTUZaBm8eveP4n2c5sPK4yuPq1NiO8X8OYc3EzewMjQDkVe/VvKxwaeqAW3NHtPW1SEtPRyASkJ6e/kuq1b8b6tQ88t9gwW9U80gQCASkpqahqSklMjK6QKif/k3Q19chNTX9bw/x/rtgZKRHenohsfN/HYXETiEKLH43sSOTSQBIyaftpSBDJBJ+y39J/6/ux/+amun/F/8t215BDknW1tZEQ0PjW0iyfMIjEYvJzshmbMNAnlzPPZn+GeP+HIxjoxosHbmOys7l5fXfGmLeP/vIqa3n2bPgoBKR0T+sO/W71FTZrPUjZNoy7OpVY8Tqfsg0paSlpPPq/huObTxDxPKjKp/AA4qmrEVDVnNgpXKGio6BNg4NbfFs7YJdPRvSU9OJ+xJPsQqWLB+znq3Be/PdX5cm9ozZMEgRSmxgqoejdw28/Fyx8bIiOSGFZ7dfcWD5MU5tO69QJh3bcJqFg1fnm5NUzrYUs05M4c6ZB8h0ZAob2ONrz9m35LBSuC2gaM15dDnvJiuLMkVw8qmBd686mJcqQlZmFnfO3GfrrL3cOf1A5Togt84tuR5MwtdExjQIUFImlbQqhksTe7z8XClhVYyvn75y59wDrJwqkpGeycjak5VCgx0a2jJoWV+MzPTpP2wDT55+omxpUxbM6Uh8VBwjak1GW1/r25guWJQpQkpmFkPm7uLOsw+5ts3UQIftQV1pWj9EsWzFhj6sOXGNvRfu53p/DlysSjKxWz1c1ixT+bqdhSWrmrTkwbXXTBilrOoxtzRgyeqeNG8wS7GsVBlT5izoREx8EiWKGrP+wFXcbUojTU6nS/mB6BnpULeLF71ndiI9NYOADmEkx6fQepgPjg1tiYtOYIDLBCJff38iP2nLEAzNDZRUOT9Cpi2lbgcPqteqgn19G17cfY1US4qxhQGTmoeoDCAH0DXUZsbB8RhZGDKxeTBPr7/AtZkDY9YNYGPAdrYE71G5Xg70jHRYdmcODy49IaDtPCUStEY9awL3jiEzI4uYT1/RMdBmYosQ7p3PvS1CoYC1j0LZt+wIW0LkSpDp+0ZTtlpJRtabxsu7b9CQalDVrSKG5gaAPEOoSCkz3JrZY1nWnI8vIzEqYsAA53F8fKla0SYQCPBs7Uz3gHbom+jw8MozLoRfo4t/ay4fuE5It0X52rxkWlKW3AghKT6ZPQsOULuDJ1XdKsrVa2+jeXH3NQ8uPub83qtEvf2Ck3cNxm8eytKR64hYmrcdslgFS5wb29FzRgeysrJJikvi5om7hC8+nGfmzaCFPand3oMxDablsmiWq14aJ58aeLV2pVgFC6I/fiUpPpnSVUswss6UPBU9Oci5jwZ1DONi+DUqOpTFuancnmlW3Jio9zHcPH6XXWH7eXn3tcJCmV+ul2VZcxwa2dJxoi8yLSmpKWkINURkZGYUmEbOgqbmkUql6OrKs2JUqXkKoR4GBrokJ6f+ax/mGhvrk5qaQXJy4QPX/8soJHYKUWDxu4kdqVRenftvlWVKJGI0NaUkJaX+1y1ThcSOMv4b30dBDknW1dUGID4+QfGkUiqWXx+3Tt1jvf9Wnqqx54DcxhB2IRBdQx1G1Z3Kh+ffn16XqVYSlyby3BfLcuZ8+RDDjWN3KWNTnCIlzBhVdyov771RO3YO/HeOwMazCuN9ppOVlS3PfWntimkxY6LefuHKwZtsnxOusCkNW/EHnr7OTG4Rku/kRSgSMmXXKGxrVSEuOgE94++Klp3zIlTm8fiNbEanSb6E/rGcoxtyT17EGvKn027NHXFr4YixhSGpKWm8uvuGsQ0D1NrAcuDe0olRq/uzddZehTIpJ1vDo5UTLk3s5aTZt0rxF/feMHbDIA6uOsHS4WvzfZpbrkYZgo9M5EL4VS7suYKHrwuO3tUhC948fp8rLLloeQvmnZ3G/QuPCWgzV6kK+WfoGupQu4MHPYPaI5aISYpP4dW91xxZe4oj605RtnppQk5OYcWa05y/9JQPH79n4Cyd34WHh2+yYOBKpTENzPRZ82IhHSdv5G1k7uNRtqgxS0f70crne3NV2JKuHHn4nLWHVbeFAZQsYsj68e2xXjpf5esdqtow3t2LZw8+MrSfsqpHT1+TP3cOpHGd75XcxsY6rNn8B9cvPsO1VmVO3XiKtkxCjYrFiIuKx8BMn+SEFD68iCQzPROTooaIxCIkmhpkpmcx0G0ibx8rE1dG5gasvj+Hmd0WcSFctQJOpiVh+a0QXt17y6TmwWRmZOE3sikdxrdkcstZXP/B/vYjRGIRXaf60XxgI75+jsO8pCnTO4RyYtNZtd8ZyI/HsluzuHXqvrzZ6Yd72ug1A3BtZs/755+Y6jeXD88j6TC+BU3/qE/7UgNU3tO8fJ0ZOL873a1HMOvIeAQIGFk3/ywsgElbh+LWwlEeCu0y4ZfWqexcnv7zulGySjGEIiFJccmkJqUS9yWe60dvszFgRy7ljoGZPouvBfPq/lv8m88kNVk+QRRriKnoWI7KTuWo6FCO0tYlsCxrTnZ2NiINERumbGNDwI58twkg5Jg/xSpYMM57OkXLWygrb1Rk3kzcPhwbDyuG1fTn9YO8Gwr1jHUJOTYJizLmAKSnpfPm0XtO/HlWLUHeLbAdzQc0YlKzmSrJJSNzAxwaVceztQvVPK0QiYUIBAKObjhNaJ9l+RIO9bvUZOCCHiwYtIqvkbHfGrvskWpK5EHCIkGByUFUr+aR//snSB6BQICpqSGRkdE/qXlQtGz92ExWiO8wNNQjMTG5wJxPfxUmJgYkJ6eTklJI7PxfRiGxU4gCi0Ji5z/Hd5Ig+W+Z+P8vqJn+m/j/JXYKakiyUChU+M5zmiIEAnlI8r1zDzn+51m8/Fywq1vte0bL6uNKVd0mxYyZf2E6H198YkKTGYpcC1UwMNXDq60bPYM6IJFqEB+TwJNrz4lYfpSzOy+pXEcik7DgchASmYSRdabkauUxKWr0zV7lhpVzBRK+JiGRaaBjoE23SoPzDTEGCNw3lkpO8nyZpzdeYF7aDOfGdtRs40YFuzLERsVz/8Ijdi84wJ3TDxi1dgCuTR2Y2HQGd86oV7jkoM/szvj0qsfu+fuxq29DqaolFDawXWEHeHRF+Sl7TrbGrB6LObX1vNpxy1QriXNjO7oFtCM5QX5undp2gR1z9uVqA/sRnr7OjFjVn80zd/Fn4PeGKYFAQHm7Mrg2c8CrtQtmxU2Ieh/Ni7tvcGhgw95Fh1g2cv0vk0bn91whtO8yKjiUw625Ax4tnTEook96Rhbb91xl7cbc++blUZHBfWrTxqxHrtciUjfTYPASElTcs6tXKEpgH2/aNQ9TLAuc6ceTxDjmbFevGpCIhZyfP4hyC+ao1MQFeNXFu2hZvnxJ4I/uymSThoaIfcdG0cAz6PsyiYjwI6NYHLyfAWMbc//FR168+4KPexVm91hE3zldObT2JEtGyINnewa1w8vPBUMzPUbUnsbDbyHHP6NR91r0DGpHp/KDcxEOYomYVXdm8ebReyY2nUnGD+19Pr3q0GdWZ8Y2ytvSM3rdANyaOZCZnkl2djYv773myPrTHFlzMtfk3NjSkCU3Z3H10C1Cui0iOzsbiUzC4EU9qNfJi5SkVFaM3UT4kiOKc0UoFLDgQgAv778lpMcSldsQFDEGK5fyPLz0lInNgklJzP+3uWdQexr3qcfo+tNoPrARLk3sCe23ghObz+W5nu+wxnSZ7Edov2VcOXAT89JmGFsaUrS8BV6tXShpVZxrR28xq9siEr4mUrS8BWHnA7lyMP86cICG3WvTP6w7t07cxba2NZGvo9iz4ADhiw+r/M0Wi0UsvDoTsUTMcK9JfP3BQqcu80amJUNTV0b3yoOVFF7q4L9zBFVdKzHMaxLvnnykomM5XJrY4eHrgmkx42+k+x12he7n1f03DFnWGy9fV0bVnfpLis2eMzrQtF8Djqw/jWOj6hia6fP53ReuHrzFzrCIXHa1VkMb02VqG6a3m8fFnyy7JSoV/aZ+dKGMTSmSE5IRy8Skpqb/7Q87fhW/Q80jFAoxNtbn8+cYpeVyNY+c5NHQEJOenkFaWnqhmucHGBnpF5iWtv8EpqaGJCamkppaeDz/L6OQ2ClEgcXvJnYkEjFisfhflZAvEMgtM/DrJMF/gkJiRxn/6ffxbwhJTkpKVuyXSCREKpYQvuQwK8ds/D4pEwmp6lYJ95aOuLd0RsdQm08vInl4+Slefi6c3HKeeX2X5TvZKVW1BLOO+3PnzANCui2ikmM5PFo54dbcCammhPfPP3Fm+wV2LzhIUlwSZsVNCLs4nTcP3zGp2cw8sy8AjIsaser+PL5+jkPHQBuhSMD7Jx8VGS0/59nItKQsuByEUCRiVN0pKvNlNHXkNjAPXxecfGogkWqAALbPDmfdlG1qbWA5mL5/PBXsyjCq3lRFPo6Ogfa3NjBX7OpXIz01g1f333Bk7SlsalXBubE9431+LVujz+zO+PSsS0j3RUi1JNT0c8O2VhWSE1N4fuc1B1ceV1JftBvbgvbjWuZLGoE8NHbw0t7UqG2NQCgg4WsST288J2LZUbXtSG4tHBm9diCbZuxk0/RduV5vN64lzYc3pU3nxaSn5/4DVSQUsHVDP9aN3cj+5UcVyzV1ZOyKWYtzT9XNRp7VyzKstadSQ9XwUT6IzTUZvWK/ynVycGHBQBxWLiY+Lff1vdu3PenPEzAvbkS39rkJiQMnx9C68TwSfjg3958Yw4D2S1i6rT/vvsRy4OwDujd1IiUhhe1zI9gQICfTFl2eTsnKRcnMzCI9NZ0bx+8S0C4s12fkYNqekZSoVJTe1UcrbHZCoZBlN2fy9VMso+sHqAwSbz6wEd2mtWF0gwAeXsrdpjZ55wiqulVkZJ0pvLr3Vm6jbO6IRysnjMwNif4Qw7PbL7l//jHR72MYtLjXt4aqpZS1LUXLQT44etuipatJalIagR3CctWzA1SwK0PI0Ql0Kj9Y0WKXg2IVLJh7cjJCoYCk+GQuRVxHqiXF0Eyf+JgEDq0+mUt11H16O5r+UZ/hNf0Vgd91O3oyYEEPvryPYUvwHg6vPZVrO4Yu742XrwuTms3k9inVNr3S1iXoHdyJKm6VeHrzBeVrlCF8sZzYzA9N+zWg18yOBH4jLHSNdGjYrRZN+zdE30SXt08+cGLTOcIXHSIlKRVNHRlLb87i6+c4xtSfRlJ83nXMRuYGrH4URkpiCpo6mqSnpvP64TuObTzDwVXHVd6T5pyeSpESJgzxmKSysv5H5Y2NpxVCsQihUMDGgB1sDNiRL5miigQyLW6Ck7d8zCquFUmMTeL5rVccXH2c0tYlaD7Qm4lNZnD7tHqrJICWriYjVvfDoUF10lLTEYmEZGZnki2gwBQ8/FNqHpFIiKGhPlFRMWrfIxDIbd85IcxyNY880y8tLa1AZBn9DhgZ6RMfn1hgzpm/CjMzI+Ljk0lLKxjEZiF+DwqJnUIUWAiF8n+/CxoaYiQS8X8tcPjvhlAo/EYSZPztKqN/s5rp78B/QuzkhCQnJ6f98hOif4rUkUolaGtrKv2Ro6EhRiLWICyfXASAouXMGbK0D5WdyiMUCYmJjOXu2QfsnLc/l/okB24tHBm9ZgA7QvezdtLmXK/nZLTUbOtG8YpFSU5IRs9Yl8sHbjCp2cx8SaMy1UoScsyfG8fvMLPTfNLTMihrWwrXpg54+bliUcaMqPcxXD96m+2zw8lIy2D+xek8v/2ayS1DSMnnPqBnpMOia8HERMZy/cgtvPxcMSmq2gYGPzRfCQSMqjuVL+9VhxILRUIqO1fAo6UTTfrVJysji7gv8Zzccp6doRFKbWA/IzBiHBXtyyqRRiC3hlR1r4RbcwfcWzqjra/Fp5eRgACLskUYXX8a9849zHN/Iaf+vB7T/OZw88Q9bLys5G1gzR2RyiR8ePGJMzsusivsAElxSQp72uyeizm5RTVptPbFIraE32DPPtUNSQDNm1SnTdMadC75h2JZBbsyBJ2cQp0Bi1Su08S9Cp3q1KBX5+9ZOZ27elDVvQw952xTuU4OToX2w3vzOt7G5Q4avt17AJsWnqRZOyc6tl6Y6/Xdh0YwuO9aXr34fuy37xvKlCGbmLNGrjqaufYog9p6sXbCZnaGHgBg/vlp6BrqoGeiw6ag3Zzcep5lN0NYPHQdh9VcfxpSDabtHkH5GqW5dfI+rx++x6OVnDAa6jlJYQ1SBd9hjek0yZfp7UMVpItQKCTswjT0jfUYVtNf5YTf2NKI6rWrUs3Liuq1rdE31UMoEqIhESMQyEmY26fvY2xpiGVZc8b5zFCrOgKYumsEEpkGY32+h1xXca3AtN0jCV98mPVTt9Osf0NsvKxIik8m6l00xpaGOPvYERP5lYlNZ/Lm0Qf6zOpEo+61GV7LP1eLm66hDk3+qE/Tfg2Qact4eOUpq8Zt4umNl8w64Y9lmSKMrDM53yYrAL+RTenk74dQKCAuKp575x+xb+kRtfZOv5HN6DjJF//mwUrtbzkoaVUM95ZO1GzjhmXZIsR+icfARI/XD94x0GVcnhZHkBOcS2/NIuZTLGMbBJCSlEplp/K4NLXHo5UzxpZGRL2L5sbR2+wMlatkFl0PRigUMrymv1JVuzrMOxOAaXFjzu66hFtzR/RN9fj85gtXD91gx9yIXK18OUqgoZ6T1CokNaQaVPOsjGszRxr3rUdKYirJCSkc23CaXfMPEPVWfX1316ltaDnYhwlNZ3D71H2FUtHD15kSlYqRlJiMSCIiPT3jf17NIxaLMDDQJSoqf7thDkQiEVKphpKaJ8e2VVCayf4JGBsbEBsb/69VMBUpYkxsbBLp6QXjHC/E70EhsVOIAovfTeyIxSJkMgkJCXk/HSsI0NAQo6UlJTk59R9pqiokdpQhk8mfeiXnMXH6EQU5JFlLSxOpVB6SnBNQKZNKISubCT5Bv6QSGTi/B3U7exHQZg73LzzGvoEtNf1csatvQ3pKOi/vv+HQ6hMcXX+arKwsOkxoRZvRzZnba0m+FgmANqOb0XFiax5deUpFh3KkfFOfHFh+VCVh4N7SiVFrBrBt9l7WT1E9iTcsYoCjd3VqtnHDvr4NSXHJSLUlBLSZq9YGloMc0uj6sdvM7LSAjG9kmElRI3kbWFu5DSw+JpHHV59xatsFegd34sWdXyeNFl6dSeznOOb2XkpV90rUbOv2rQ0sjgeXn7B3wSHFZFIik7DgShBisZiRdaaoJY1yULxiURZdm0F2ZjYiiZjYz3HcO/eQXWH71QbrTt0zGiuXioyuN5Vnt17mel1BxLVxpXilYmRmZCDTljG//3LCl6gOiS1TrSShF4No0W5BnteSVCpm+4b+ZCSncjH8KjvmRuA3qhlWDW1oMXqVynXa169BQ9sKDOyzWrGsfqNqtO7qSqspqhuvcnB4dm+6he/k7udIpeWGMk0udOvNqO6rmTy3HX7NQnOtu3nPYIKn7eH61ZeKZWs2/8H6hcfpPLgOluaGjJq/l0k9GtC32khEGiICdo8kMyMTHQNtbp26x8wucsLIq7ULQxb3on3pAXmq05y8q+PW3J66HTwgG9JS0zm4+gSLh67Ncz/rdfJk0MIenNtzhUVD1jL/YiAJMYmMqT+N+Ji8M59ygrzDlxxm5bhNiuVSTQlb3i9DU0fK42svWDZ6A3fPqr+HmJcyZdnNYEY1CODRlec4eVdn7LoBrJm0hZ2h6pVVMi0p3QLa0KhnHV7cfUPxChYMr+nPizuv1a4D8oavxn3rUbeDJxkZmQgE8PLuG6LeRfPoylN2zz+g9rv27lWXvnO6EPbHcs7uuox9Axs8fV2wr2+DWCLia2Qcz++84vzuKxzfeIaOk3xpMdiHcd7Tf4k4tXKpyIxDE/j4MhKL0makJqfx8t4bjq0/zZF1p3L9dhiZG7DoWjBPb7xgSqtZKkkgY0sjHL2r49XaBRuvKmRmZMoz0Pov5+DKE3kSHzl2MJFYpEQCFSlpikOj6tRs40plp/IkfE3i2c0XHFx1nGYDGmFeylStEuhnTNw+nGoeVkxvP49SVYrj5edKebsyxEcn8PjqMyKWH1VqUswJhh5VbyqPr+YmDHPUj+4tnbBvIFeNJSYkkZmVVWCUGcokz/f//ydqHrFYhL6+Ll++/Dqx8yMEAsG3bB450QP/d9Q8JiaGxMTEFphg7r8Kc3MTYmISycj4d25/If47KCR2ClFgUUjs/BpkMglSqQYJCcn/2A+SRKKBWCwkKamQ2IG/RnTJ849E3/KPClJIMt9CkgXExycqVEESsfyPPBAQ+fozF/ddY8fcfSqVIkKhkOBjkyhRqajK0GOhSIiVSwXcWzjh0coZPWNdMjMz0dbTYkKTIC5FXM815s8YtLAndTp6Ms1vDlcP3UQkFmHtURm3Fo54tHRCS0+Ljy8iObvrEjvnRdBsQEPajG7O7F+wFsH3evWts8IxtjDArbkjEtl3G9iusP1KE70ca9H2OeGsm7xV7bg5wcbtx7WkTLWSZGdn8+7JB05s/m65UIWSVsWZc2oKN0/eY0aHUCUrjUxbRo261ni1dsHRuwZkZ/Px1WeKlbfg8bVnjPeZkS9p9HOTVUZ65rcJqjMODauTmZ7J64dvObr+NAdXHgehgIWXZyDVkjKiln++9ecAoecDMS9lyoNLT6lRx1pB7h1ee5Ija08pzm3/nSNI0dMlIDg83zFbNK1BR19Hnl55hkMjW9JTMxBqiHDtlZtcAfijpSs2FkUYPexPxbIq1sWYPKM1dUYuzfOz9s3owZiThznzRrlK3sGyKAvrNWZM51XMW9eLlt5zcq27ZvMfrF1xmhNHvwfLhi3tyvmj96hUtRhudayYsGgfo7vWRSYSkZ0NJ7edx7JMEWTaMga7TVA65oH7xsir5+sG5LnNgxf1wLWJPX/YjcaibBFGrelHZnomA13Gk/BVfc5VSatiTNo+DLNixoilGkxuGcylfXlfl9aelQkIH8vmmbvZFLRbsbzjJF/8hjchLjqB45vOoWekQ532buwMO8Aaf/UqqS6TW9Owey3WTt7GH7M7EfbHCo5uPJPnNuRg7qkpWLlW4OmNlwz3mqT2uvoRpaqWYPbJydw5/YAbx++ga6SDUREDqrhVwrKsOVcO3WBGR+U69pz68KmtZ3P1UO7GPsuy5li5VKCapxU16lpjWsKEtJR0Dq89masiXhUqOZVnxsEJRCw/yvJR6xGJRVRxrYhLU3vcWzrJ82nefuHqoVvsnBeBUCwk7Hwgl/ZfZ1a3RfmOb2Cmz9Kbs3h++xVvH7/HrbkjuobafHodxeX919kZul9JJSPTkrLs9ux87WASmYRqXla4t3CkbicvsjKziP4Yw+ltF9g9/0CewdUhx/0pWs6CIe7KrW8yLSm2tasqgpMlUg0+vvyESEOEaTETBjqPyzcYGuCPuV1p2K024UsP4+xTA4syRUhKTPmm5kn/pd/jfwI5v/ny/2cpyJRfUfPkWKijo2PVvuevQCwWfbNsafyg5pETPf9rah5TU0O+fIktMKquvwKBAIoUMSE6OoHMzIJxHhfi96CQ2ClEgcXvJnZEIiFaWjLi49X/Efy7oa0tQygUkpCQ/I+2HEgkYjQ0/j02tb8bv0Ls/Cf5R/9sSLI2GRmZJCTIz3d5SLKYZzdf4t8sGB1DbZwb21Grnft3pcilJ+yat587Zx+gZ6TDgivycOSxDQKUwj1VQSKTsOLuHARCAV8/xVLWthRfI2O5e+4hu+cfUKkUmXViMsUrFmV0PfVNWcUqWCosW2VtSpKSmMrLu69ZMHg1T/MJ+MypV88hjXJQqkpxnJvIw5KLVyxK9McYbp64R1JcIt496zLnF5VGjbrX5o/Qbqwat4k7p+/j0lSuaLEoU4Qv72O4fuwOO+aEKywgTo3tGLdxsKIuPS8IBAIa9axN39ldSYxLQs9Qh8/vorl+5Bbb5oTnCiYFeZNV6NkA7p1/SEDbebme8AuFQio6fgs2buVCkZImZKRnItWU0NN6GK/yaSuTaUlZfD2Y9NQMRtWbytfIWIQiIVVcK+LazAGPVs7om+oR+SqKi/uu4jeyGSkp6QQGh3Pm/JM8x9bQELFz0wB0dWTExyUjEsizNpx7zCVTxQRtXJe6GGVrMM3/exi0voEWm3cOwmmA+twagB3TujDn2nn2PVFWmrStYk2vsraM7b6GtRFDaFI3JNe6i1Z258jBO+za9j1zKCC4De+eR/L+TTQDxjZm/pbT9GjmzKcnHxnsMZF2Y5rj3bMuvW1HEPNJeYJmZGHIqntzWDpyAwdWnVC5vW1GNaXtyKYMdBmvOJdkWlLGbhyElUt5BrlM4MOLSJXrlrMtRfDRSVwMv0p6ajoerZwRCAW8ffye09susG/pESVi06WJPWM3DmbluD/Zs/AQADoGWiy7NQtdQx0ilh9j+ZiNiklz+RqlCTk8gZUTNqtVbglFQpZem0GRkqYcXHOSt4/eU7ONK0bm+nx4EcmS4et4eTf3uRdybBLFypszxXcOPYLaU862FGd2XsozLDw/C2hp6xIMXNCT0tYl2D4nnI0BOxi0qBe127mrrA9XhZFr+uPS2J5dYfup28kTwyL6vHn4nsNrT6psm3JqbMf4P4ewbspWts9WTXKalTDBsVF1vNq4YluzqkJhOL3dPE5vv5jn9liUvTijlgAAIABJREFULcKCi0FcPnCDkK4LFRNZizJF5GoeP1cqOpQjITqBx9eec2LzWXoHd+L5ndf4Nw/O1w4m05Ky9OYs4qITmNd3KTY1q1CzjRvlbEsR+yWeh5efELH0qOIeKxQKWXA5CE0dGUM9J/E1Mm9SoqRVMcIuTEcgECDWEPH1cxwPLj4mfPFhtRa4UWv649zYnuG1vqu4DEz1sG9gi4evM9XrWJOeloFACJnZWQXGjvNX1TwSiQY6Olr/NWLnR3xX88iJnuxsFHXq/9bA4R9hZmbE588x/8rGMKFQgJmZMV++JBQYgrIQvweFxE4hCix+N7Ejz6yRERdX8IidnNDdjIzM36Ka+bflD/3dyE/BVJBDksViEbq6OiQnp5CSIt82oVCIVKzB8T/PsGDgqlz5NTJteWCwZ2sXnLxroCEVIxQJiY9OoGv5gSTlE2KcE3r89vF7JjWdSVJ8Mlp6WtjXl4/p0LA6GekZvLr/liNrTnJ+zxXCLgWRHJ/MmPrT8iWNxBIxCy4Goa2vxYZp23BuYo9dPRvSUtJ4cVduAzu+8YzSk7ngo5MoVaUEo+pN5eVd9fYNPWNdHBtVZ8TqfggQkJyQwqNrz9TawHIgz6OpT2C7ubmUSQZm+jh5V6dmWzesPaxIjk8mPiaB4hWLEtx1AUfW5Q54/Rm123swZGlv1k/ZyrZZ4RhbGMqtZW3dFcGkT64/J2LpES6EX6VGHWv8d4z4pgjYkH+TlW0pZp2cwu1T99HW16KSYzkSYhJ5dPUZ4YsPceWgsmrBrLgJ8y8F8ezmS6a0ClGb72JeygynxjVo0rcBZqXNOHr4LvUbWtOxxzI+R+Vt/+nfpzZebhW5d+8dtWpVBqB7wCbuPPuQ673B/ZsQ+zqWBfMOKS0/eGIMXsMWk5zHZPXPCR3Y+PQ2G+7cUlo+0b0mVRJ0mDZ8C3suTKChV1CudUPCOnLv9hvWrPh+DEeNb4IgM5sVoYfZfGQk24/dpHlNawTZcGbnJZx97BhZbyqP1GTROPvUYOyGQYzxDuLBRWUCzMvPmWFLe8tbrs4pE1ECgYC+czrToEtNxjQKzBWU7ORdnfF/DmZL8B42Bu5QrFO+RulvmSUuFC1nTmxUHG+ffCAtKQ1H7xrM6rGYQ2tOoqkjo8P4lviNbEpqchpz+y7nxObc14RDAxsmbBrMAOfxvHmc+1i1G9OMtqOacWLLOZx97Ej4msj5vVd4de8ttrWq4NXalT+DdirUQWKxkIVXZyDWEDO81hQFMeDYyJYWg7yp6laRzMwsIl9HsTVkL0fXy4+FwgLae2m+9e0uTe3pH9odIwsDxBpiJjad8UsKw8m7RmLlXJGhHhN49/QjICcmarZ1o1ZbN0yKGvP5bRRXDtxg++x92NWrRr/QboT+QpYZgENDWyZuHc7eRQfR1tfCtZkDmtoyPr76zIW9V9gVdkCJKKlgV4aZRyZxcPUJlg5Xb82TakqwrV0Vn971sK1VFYAPLz5xbtdldoftJy5a9bWpZ6TDkpuzePPwHRObzlRSOWnqyKhexxr3Fk44+dRAJBbx8WUkZsVNiP74lcFu4/NsTcxB2IXp6JvoMtRjIilJadjVq4Z7S6fvte/PPnJ62/fa96l7RlPJsRxD3Cfy/tlHlWMKRUIqO5XHuak9fiPk529aShpCiahA1YPnp+bJyceLick/K+n/F2KxSNG0JRaLflDzpP0r7UxFihjz6ZP6LKeCjBxiJyoq/n/aLleI/FFI7BSiwOL3EzsCdHS0iItL/H0boQI5obspKWn/cb32f2Mb/g02tX8KeTWoFeyQZA20tbWIj08iPV2+bWKxGKmGBstHrSd88eF8x/Dyc2XEyn5cPnCdctVLY2xhSOSbL1yKuMaOeRG5Qi+tPSszbc9oTmw+x/wBK1WGHguFQkXzjk+vOgiEQoQiIRFLj7A1ZE+ecn5jS0MWXAriw/NIJjSZQdI3YjanucuthSPuLZ3QM9Lh48vPXIq4jruvE+lJaYyqN42YT3lnE4jFIuadC8CwiAFjGkzD2NJI2Qb2MpJzuy6zKzRCMfkJ2DeWSg7lGF1/mso8mh+hIREz6/hkSlmXIDUpFamWlI8vIjmz4yK75x8g4Wvu+1HXqW1oObQxMzvN59zuy7nHlGpgW6sKHi2dcWnmgIGpHmkpaTy68pTxPkH5tonJ7WYD2Bqylw3TtgPyiV/1OtZ4tHLGuYkdIpGId08/cHLLeZ5ef86k7SM4sfksCwbkbzspWt6CFffm8ujhBwb3W8vkgFZkkM3k6XvzXK9USRMWz+vEqlWn6d+/LgDLdp9n+Z7cioVlY/y4eeYZG9cpT+B3HxxB28ANvP+ifiK0ckRrTkS9Yv4V5XE3N/fj2cHnrF10nH2XJ9GuRRixP9mcJgf5Eh2VQNjsg4plffrXoUQxIyYO2sihG1N49CqS0pbGSDREpCSmkpqSRpcKgxXnriq0GORN1yl+bAjcybbZ+wCo5FiOmQfHEdJ9EWd2qM+F8h3WmM6TW7PWfys75kYA0KhHbfrN7cL8ASs5vPak2nW19bWw9qhM71mdMS1mTGpiKjqG2mSkZSAUi+RZYwkpjG88M8+Q5N7BHfBs5UzHsgOVlvea2QGfHrUZ6zM9F2mVA2v3SkzZNZKLEddZOGgVS64HE/UumnHeQWotQiUqFcW9hSMtBjUiG8jKzMLYwpCTW89z98wDzu25kmdAL0DouQCMLY14cecV1etU+9bi9JIj609zeuv5XCqPkOP+WJY1Z4j7RLX5MqbFjBU5XNU8rUiMTeJrZCxLhq3l0v68iaO6nbwYvKhnrmNWvKIlTt418PJzpaxtKWKj5DlcDy48odNEXzZO38mWmbvVD/wN5WxLEXJ8MkfWnSJi2REcG9WgZhtXSluX4GtkLPe/qWRunZTbDM2Km7DwijzAeHqHUDLzUb1UcavEjIPjSUlMRVtfi5hPsdw7/5A9Cw6qzHITi0UsuRlCZkYWI2pNzpX7JBAIKGtbCicfO7xau1C0vAVZmZlItaT4twjhwl7VTX0/YsLmodjWrsrkliEUq2CJZ2sXrD0qk5aShkAsJDMrs0CreSQSCTKZjJiYuL+lTl0dlNU8ErKzs/91ap5/M7EjEgkxNTUiKiqhwJCQhfg9KCR2ClFgIRDIK89/3+cL0NPTIja24BA7UqkGMtlfC939O1BI7ChDnYKpYIcky5BKJcTFJSq88jKZFC0tGesnb2VDwI58x+g6tQ2thjYmpPsiTm+7AMgrbJ0b16BWO3cqOpQj7ks8Dy4+Zs+CgxSvVJQ+IZ1YMXYjexYczGd0cG3mwOh1AwlffIjPb79Qu5075WuU4evnOO5feMSu0P1KEwArlwoERozj7K5LzO29NM+mLMuy5jTuW4/GfeujIRHzNTKOO2fuszN0Pw8vqZ5Q6pvosfDqTKLfRzPOe3oukqVYBUu5Xa2tG6WsSxD7OQ5tPS2ysrLoWXVYviHGQqGQWScnY1nGXNHKU6JyMVy+2cBKWBUj5uNXbp26x655ETy9+ZKJW4ZRva41YxsGqm0c+xF/zO1Kox612bvoEA4NbCn2g7Vsx9x9udRKrUc0obO/H3PyUTWUtSmFS1N7OkxoRXpKOtnAyS3n2Dlvv1obDIBtrapM2TUSxCLmzzvEkYN3sLYpzrQgPxr7qs7L+RHrlvckPS2TsmXNuHXtJTJTLTr6b8j1vi0BXdix7jyHDtxWXr53CEOW7OHey9xWtRwE9/YhSprC2OPK1qHL3fswd+ROrl14xvZTYxg15E+ePlZWBIwY1xiJRMz0yd8n0u07u+HoUJph3Vdx6MYUsrKyiYlPwlhfm4Orj6NrpEtp6xJ0rTg4z3139qnBoEU9kcg0+PA8kpKVi7Jh2g62hORNiAHUqGvNuI2DiY+O59G157g2sVebF/Mz+od1p15nL8b7zODe+UeINURYlC3CwktBZGdnk56WwaYZuxUNX6og1hCx+OoM3j39wORW8myiESv64NLEjpF1p/L28UcltcfPsCxbhFnH/dEx0Obq4ZsEtg0lIz3/e6xUU8LGlwvJSMvg/Td7oo6BFpblLHhx9zUTfIJyNUOJJWKW3gghIz2TEbUnEx+dgIZUA5uaVXBtao+Tjx36pnrEfPrKg4uP2bf0KH3ndEamJWOY58R8FYaK77STF8tGrcfKpQIuTewRiUV8eC5vltu94KAS0dd6RBM6TfJjent5Zbo6aOrIqFG3Gj1ndsSsuDEZ6Zm8e/KB09susGfhQbWkrk3NKkzdM5qtP6i3cpCjrnRv5YxDQ1vIhqh30RSvaMmR9aeY03NJvpNLI3MDltwI4cHFx0zzm4tMW4pdfXm2l119G7Iys3j7+AMnt5xj/7KjCIQClt2azZcPMYxpEJBvdphQKGT5ndkIBAJe3X+LXb1qpKdn8vbRO05sPsf+5cdynV9Bh8ZTyqoEQ9wnKDV75bQIOjexx625AwZm+qSmpCGSiEhNTSswE2mBQICBgS5JSckkJyfnUvP8k0TPz2qetLQM0tIKrppHIAAzs38vsSMWizAxMeTz5/jfvSmF+M0oJHYKUWDxu4kdAAMDHb5+zdsO8E9BS0uGSCQkMfHXQnf/Tvwb8of+SagidgpqSDLIQ5KFQiFxcd+f7kjEYlIT0rh54i7Oje0QIODN4/cc23BaZQ7E1D2jqepWibGN1BMKP4b71mzrRlJcMilJqWyavpP9K47lGvNHtBvbgvbjWjK3z1KO//mdUNDUkX2bALjg6F2dzIws3jx4y9snH/Dyc2Wt/xa1uRQ/wr6BLRO2DOXAimNsmLZdYS1zaFidjLQMXj14y5F1pziy5iQZGZmUsy3FzKP+XDl4g1ndFimar9ShdNUShJ4P5Mv7aIwtjVS2gf0ILT0tFl+bSXJ8CqPrT1NZO6xrqIN9Q1u8/Fywr2eDUCRXMq0av4nts8PzPXem7x9PebsyjKo7RZEzkWMt8/JzxbZ2VVISU3lx5xUHV53AtnZVPH2dmdhkBnfOPMj3O+04yZc2I5sxr+8yRGIRXm1csfG0IjkxhWe3XnFw5TElu1qjnnXoN7crq8ZvomdwJzq1WciXL/L77cat/dmy6yo796iftAIM6FOHOrUqY2igzczJOxk+sTnufcJyTR4Ozu1D0ORd3LyuHIC8blt/Zm4/yZk7L9R+xtBWnhQvZ0S3fd/zeSRCEff+GEQL10DSUjNYv38oC0IPc+GsMinYp38dSpQ2ZfyI7/ktTVrY4e1jQ/92S1gbMRRzSwOevvlMueKmNJK1RygSsuzWLO5feERI98V57r9QKMC2dlUmbRlGWkoaEk0JF/ddJ6T7ojyvL5BnEq19EoaekQ7JCSncOfuAvQsP5rLV/Qj/nSOwdq/MiNrfc66sPSoxff84Xtx9Q2j/lRSvYMGQxT05uv4sC4euUTuWaXFjllwJ4vKBm+ga62DjWZkPzz9hWd4CsYaI988+Mb7JDJX5UNaelZm6cyTxMQloastYNXEz+5cfy3N/Dcz0WHRlBp9efWZC4yAl24+RuQF/zOuGY8PqLBmxlgMr5GPpGGiz9NYsPr6IZLxPkFpCwdjCENvaVfFo6YxdAxsy0zN59/QDB1Yc4+DK43kS+xO3D8fG04rhNf15df97CHBp6xI4N7bHq7ULxSsXJebTV+6de0hmZhZuzRyZ0Djol67LFoO86R7Yjpmd5/PhRSTOPnZ4+blSrIIF0R+/cvv0ffYsOKi4j3v6OjNiVX+WjVrPviV5qzYFAgHevevSd1ZnYj7FYmxpRPTHGG6fuseu+QdV5poVLW9B2PlALuy9ypxeS3LdtwQCARXsy+Lc2A7Pb8qb9NR0pJoSBjqN5ZGK9qsfIZaIWX5nNkmxyYysO5WkuCR5XphDWZyb2uPZyhmzEiZ8eR/DrZN32TFvP8OW91XYu/JShIK8BSz0fCCaOjLEGiKSE1MQSkRkZGT+tkBhoVCIvr4OycmppKSkqs3m+R0kj0AgULRsSSQSsrOzFHXqBUXNIxAIMDU1JDIy/zKAgggNDTHGxgaFxE4hComdQhRcFBI7cggE8nyWrKysApNpU0jsKONHBVPBDkkWoKurQ2bm95BkAIlIg3ePPzDeZzrx0QmKXA3X5o54+bliWsyYqLdfuHzgOuGLDzNp+wg0JGJG1p2ab4WtUCgk5Lg/xSpYMK/vMio7lceztYs8W+JNFJcP3GDb7HAlG8T4TUPkxEvjvOvVc8J9J20bhr6JHllZ2US+juJSxDW2zwlX2dwF3yc6Cwev5uCq47nGzLGBefo6Y2CqT2JcEsYWhuycF8HiYWvy/Z6ruFYkMGIcJzafZX7/lSCQq4ncmjvi6euCnokuka8+c37vVXbM3Ye2vpY8xPjCIwLbzstTqQBy5dDi68FEvf3Cg0tPFNayT6+iOL/nMjtD9yvlakhkEhZemYFILMqz/jynYcy9pRPeveqQnppBfHQCRzecZlfofpVkUw7GrB+Ik48dYxsGKAXKijXEWHtUwq2FE+4tndDS1eTjy0iSE1IoX700k1uGULeTJ1VqV6O973zFeq3bONHAx4aufVXXl+fAy70iQwfVx0BPi6njtjF8YlPaT1rP+5+29fSSgfTstJRPH5VDRZev683aU9fZe+G+2s9o7VmNFvWq0Wjz91r0coZGbG/VFj/XGQAs2daPvXuus2+Xsn2mfWc37J3KMKz/esWyWvWq0KmLOz1bzKff6EY0a+vMuZvPcbMtg59lb2I+xVK8oiULLwcR0mMRZ3fmttflQCgUsurBXN48eMvEpjOpYF+WfqHdKF6xKEuGr+XwWvX5TDMPTaBUlWKMrDMF0+LG1GzrhmtTB0QaIj69/MyliGscWHGcDy8+IRQKCbsQiL6JHsNqTubzt+vVu1cd+s7uzJ0zD5niO0fR4FXSqijzTk1hc8hetgSrVxCVrlaCeSf8QShAKBRyatsF1k/dTmxUHL2DO1LTz5UhHpN4/fCdYp26nTwYNL8HK8dtYs/CQ3j3rENnf1+09bVITkgh4Wsi147eYdnIDYprqZxtKYKPTORixDVm91is1ibk1tyREav68fntF9ZP2cqghb24e/Yhge3m5Uvm5uTLvHvygTUTN+PS1B6PVs4YWxrx5X00N47fVQpHB5hzeipFSpgy1HOiUhPUz9A11MGufjXGrB+EQCjP9np17w3H/zyrknjPQbfAdrQY0IiJzWYqLFOKMY10sG9gK1fJ1K1GeloGCV8TsSxrTlDHUCVCXR2cvGswfvNQVk/YxK6w/eib6OHQ8FsgcW1r0lPTefXgLcc3nuHgyuOUsSlJ8FF/9q84yrKR6/Md36y4CUtuhCh+B2xrVSE1OY3XD95ydMMZDq8+oUSaaelpsez2bD4+/8R4n+lqs70Mixjg2MgWLz9XqnlakZ6WwZtH7zmw/KjKKvkfEXx0EsUqWDLYbQJfI2Ox8bLCpak9rs0c0dbXIi09HYFIQHp6+j+SdyISCdHTkyt1UlNV7W9O4HLOxvy1pq3/NnKredIVRM/vaqQSCoUYG+vz+bPqvxkKOiQSDQwN9YjKJ5euEP/7KCR2ClFgUUjsyH+wdXQ0SU1NJyWfyd4/iYIcLP07kEPsJCWloKOjRXp6RoELSRaJROjp6ZCSkkpyspwgFAoFSEQaXAyXT3bUTVyMLY1wblyDpv0bYlHajKzMbO6df8S2WXvVtpCA/Gn3oqszSYzL3ZRlWswYp8Z21G7nJrdsRSfw6MpTSlUpriAgPqpp7vkR0/ePp4J9GUbXm0Z8TIJyc1e03Aa2K2w/d07Ln2wPXdaHmn6u+LcIyXPbczBgfncadK3Ny3uvKVOtFHFf4rh/4TG7FxxQjPkjGnSrRf+w7qyZsJmdoREqxzQvbYaTTw1qt/PAyqUCSfHJiMRCxjYMzPcJfJlqJZl1fDJXDt0kpOtCxTGzLGuOU+Ma1GrjRlnb0sR+juXe+Uec2HyWQQt78ebReyY1m5lvno6mjozF14JJTU5jTq8lVHGrSO127pSpVpKYyFju/dRaJhQKmXd2GsZFjRhe0z/fY1asgiXzzk5DqiVFJBLyNTIWI0sjDh+4zezg79+XgYEWf24bSLvuSxUqHlUwNtJh9bIe6OnICAuOwK+nB5OXH+Law+/2L5FQwPnlQ2hYezo/zxvClnThyMMXrD18Ve1nOFQsRmBvbxxWLVEsq1+mHJMcPOneYB4As1Z04+bt16xbqVzL3dzXnnqNqtG/x3eCysG5LIOHNaSzz1yKljBm1Z5BnLjymFoOFVg3dTvrp8irwGu3d2fwop4Mrz2FZzdfqty2+RcCECBgiMdEpbaiWm3dGLy4Ny/vvWVso0Cl4y4WC1l4ZQYaUg2G1/TPlStV2roEDg1scW3uSPkaZeT5OSIBUi0p6yZv49bp++gZ6dBmdDNKVynO5QM3md5pQS7rYxXXigRFjGZW72Wc3pY790jfRJcFFwOI/vCV4G6LiP0cl8ve2D2wHT696tDPYSyfXn2m00RffIc3JqjjfC7sVT5mxhaGmJUwoWSVYvj0qkuJSkU5tuks984+ZPDinvJQ6F+wmOoYaDNsRV/s6tmQnZ3N+T1X2D47nOe3X6ldx6J0EeZfnM7Nk3cJ6hCmRBwZWxph38AGr9auVPOyIvFrIvcuPKJc9dKkJqYyovaUPEnTHEw/MJ6y1UoyrKY/ekY6CvWJaXETvryP5vqxO+wKjeD1AzkJNmRZb7x8XRldbyqPr+XdCCgUChm1bgBuzRyI/vgVE0sjot5Hc/3IbXaGRiiRUTnIyfhRF/QsFAmp7FxBTnC1dMKyrDkpiSnEfUlgTINpKsf8ESWtijP3zFRObD7HggEryc7ORigSyq1qTR3waOWEkbkhUW+/cO3ILY7/eZZJ20fw8PITprWeky8RJ5FJWH5nNrFR8ayesAnHRtVxb+GEYRF9Pr/7wtXDt9k5b5+SYmzBxenoGOowxGOiyvauouXMcfSugWdrFyrYlSU7O4uMzEzS0tP/FguSWCz/XU9ISPpLGX4FUc0jlUrIzMz6ZtlK/0fVPCKR6Bsx8u8kdqRSDfT1dfnypeBERxTi96CQ2ClEgUVBIHb09XW+2VX++c+WSMRoakpJSkoh/ReyA/5JFNRg6d8FsViElpYUgUBQIEOScypQf/zjTywWIRVL2BCwna3Be/Ido0a9akzaNpzDa09y/chtPFu74NLEHrJRadkqVbUEs09M5ubJe8zoGJZnRa5MS0rt9u70ndsVsYaY1KRU3jx8x7GNZ9Q+jZZpSVl0bSbZWdmMqjctlwpF0dzl64yjdw34NinQ0tOit81whRUpL+Qoh8Z5T+fBxceKvIqcNrCsrCzePHzHkfWnObjiGN2mt6dJ3/r55l7koFn/hvSc0ZHtc/ZSrIIlDo2qk5WRxetH7zi67lQuC4c8xHgg22bvVUz+VUFLVxO7+jb4jWhKySrFyMrK5tW9NxxRMeaPKFLSlPkXp/Pk+gum+s5Setqdq7UsLYP3Tz9StIIFn15+ZlTdqbnCTH+GWCwi7NvEaEQtfxJjk7BvYMvQlf2YPXMfp08+VHr/lEBfJFoajByvfl8BDoUPR6ohZtPas1TzKseOY7cIP/tdnWCgq0n4rJ40rhuca92AGX48S4pj9nb1DUQGOjIOzexNhUXzFMv61HCgmUEZhnRcDoD/nLZExyYROks5O6p+o2r4dXCmZ8dlimWVqxRl8nRf2n2rRz90YwoPXn6iQnFTnt16SX+HsYr3dpjQktbDmjC9Y1gui9S0PaMoUako/exHqwzVNjDTZ9Sa/li5VGTb7HA2Bu5ES0+LpTdmEv0hhrENA9WGDeegWEVLFl4K4v6FJ3x+G0VFh3IYWRiSnZ2NpraUixE3mNF5gVq7qUcrJ0Ys74N/q9ncPPH9mFi5VGDuSX9SElO5efIege1C1SrV+s/rSq127tw5+wAbTyvGNpr+SzXj1bysCD48gfTUDCAbgVBIeko6755+YGbn+WqJBXnu0yh2zNvHq/tvqdPBg+p1rElNSuX1w3ec3naBQ6tPKMiyig7lmHFoAkfXn2LRkDV53s8lMgkerZwYsqQ3GlINeQDznVccWn0yV1NfDoRCIfMvTkfbQJthnrmtQsYWhjg0qo5naxeqeVQmOSEFgVCAvokePasM5dWDt7nG/Bn9QrtRv0tNxjYM5MHFxxhbGikULVXdK5Mcn8zzu685tOoEJzefo8Vgb7pMbcP0dr92r/P0dWbkmgHsW3KY0tYlvo/5bd9Pbj6ntO9WLhWYfmA8u8IOqKyhz4FpMWMcvavj06ceRctZkJ2VzaOrzzi46jintpxXqwDRMdBm2e3ZvHn0ngmNg5R+n0yLm+DkLf8+cxoFn995TcnKRYmPTmSY1ySV19vPmHNqCualzLh29DbOPnZINCVkZGaAUPBfIS3EYjF6etp/idT5GTnnakFR88ht7Ro/qXnkRM/fqeYRi0XfiJG8bXgFFTKZBF1dbaKjCx+2/l9HIbFTiAINsfj3fr6+vjZxcUn/eDiePJ9F/C2fpSAGzRW8YOnfCZlMorBiFbSQZE1NKTKZjPj4BMW2aWiIkYg0yMzI5Mi6k2yfvY/IPCxVrYY2puvUNiweuob9K77nWORYttxaOOLZ+rtl6+2T99Soa8PmGbtYN3lrvtto5VKBgH1jObf7MqF9l1PGpiRuzR3w8nNV1AFf3v/dsmVRtgihZwN4euMlU31nkaKmZj4HekY6rH4URuznOIRiESZFjRRj7piTe9/FYhGhFwLRM9ZVqxwSCARUdCiLazP5dpqVMCE9NYPrx+6waNCqPL9PgEELe1KnoydTWs3i+tHbijErOZbDtbkDnq1dMbYw5PObKC5FXCclKZVWQ3xyZQ6pQ802rgxb/gcbA7Zz+/QD3Jo74OHrgrG5AZ/ffuFSxHW2z92nsMBZu1dmWvgYjq4/zaIhq/O87wiFQmq2cWXI0j7y7AstqWKBpfn0AAAgAElEQVQ7d86LULnvekY6LLoezJf3MYxrFKjINxEKhYQnbaRjm4VE/6TMMTPTY+X6PkwO3M2lq7kzcAwNtAia3IpKlSyJi0/mzu3XJMrg5dtolu++oHhfSXNDVo1vR0vv2bnGGD7KB4GZjHGr1Af9AlxcOAj7FYuJT5Ofa7PrNET/ZSbB4+UKkMETm6JjqMW0iTuV1nP3rEjvAXXo7LdIsax4CWNCl3TB10tu4zp0Ywpf45ORaIgQZmXTRLez0hg+3+xOz26/ZsnwtTy68oyhy/rg7F2DfvajiHqXdy6ESxN7+od1R8dQG6mmhEdXnjGy9mSFbUodavw/9s46Koq98f+vTZYGQVRsDAxUpNvCFhUFO6/d3QWKAjYqmNfuDlTEwmt367UDFRVRRDqW3x/LrqxLeH/Pc6/e7+P7HM/x7DKfnfnszM7Me97RoAZTd43m8O8nWDFmo+o8WNzCjJU350I2JH5OZmPALg6tOpHvOM1616ff7C4sHbWeiDVRDJjfjaY96xIXE8/OBeF4dnanaGkTeluNJDVZk9wRCARseLIYfWM9NkzfoWoBKwx953SheR9PZrSbz4u70aSnZmBczJDWQ5vRoJMba6ZsZfdCdVVd3fYujFo1gGWj13Nw+dewbJFYRDXnyjg2t8GlpT3Fy5sRH5vAp/fxVLapwJqpW9n8HWqgYmWLsuRiIHfO/Elgl0VUcaiIWxsHXL0dMSiiz/toRVPfrgXhxL35hFQmZfmNOaQkpjLWc3qhhIJYImbtw0VIpGKysuToG+upxtwdcijP5q+Jm4dh27AWo+pOU+Um5YZEKsbKvSourexxbe2AackipKWkcevUfRb0W15om1izPp4MmN+dOT1D+WPnBdWYNTyq5Yxpj56RLu9ffuBC+FWe3XnJ0NA+rJu2jV0LCv+uLWqWZV6UP0fXn+JC+NU8x9yz+LBqPZXBzXfPPiCgw4IC27skWhLsGtdi4ubhihey4f3LWC4eyn8+AZZcDETPSFdN2VO2WilVs1i5GmVITkxBJFXUhP/V6zyJRIy+vi5fviSRUYgy6a9AXc0jz3ntR6p5pCpFT1aWXNW09d/cZvg6nx8/aqqw/g3Q1tbKqbn/VWjyv45fxM4v/NT40cSO8mnIPxVWLBAI0NWVAd+fz/IjIBAo1Ew/On/oZ4CShMvOzv6uzKF/MiRZT08HsVhEQkKiah+WiiVkpWUS2DkE84rFqd/JnSqOlfgSl8j9Sw/ZtzhCzaI0es1A3LwdmdZ6tkZGw7cwLVmEqTtHY1GjDAKhkC8f8x4zNxr3rMfgRb+xzm97nqHHpiWLqOxVVRwqkpmRiUxXxs2TdxnfOKDQeSxbrTTzovy4ffo+szqFkJGWoaoYVo755WMS9y895EDoEZ7efknY5SBiX8UxsdkstYDVvKDIrwlELBGzd8lh6vg6Y+mgmM8Hlx6xLzSCa8dvqy0z+9g0VbZJ7rDUb1G0tCmOzW0YsrgX8iw5qclp3Dx5l/1hmmPmRufJbekwrjXB3ZdwZrd67bWytaxue1fV9x4X84nKthaEDlvD3sWHCtxeUCga/PaM4eCKY6watxHTUiaKJrQOrurbvvQI147eokzVksw/NZ2bJ+8S2GWRmkWi3dhW+IzzxrfVwjw/q3HTmgwe3pi1m86wbefXumJDA23Wr+rDi+ex1KxZhucvYpFKxey6dJfypsb4rzqi+tuaFUsQPNCLDq00W7a69/KgqmM5+i7cWeA2n1wwgLa7tvDkk4JEOdCuC2c3Xmf3RgWB1H1Qfapal2Hs8M1qy9W2K8fYSV509P6aH2RcRJf12wfRyjkAgLXhwxBqS9CRSZAIhHjpddX4/KKlTOg8uQ31O7qRkZGJjp42k1vM4urRWxp/mxcq21Zg7kk/3jx+SylLc5Lik3h47SlH1pzU2EcAWvRvRL85XVk2egMHVxxTvV7NqTLBRydz/8IjQoevxdK+AoMW9ODioWsEdgvN9/PdfRwZs6o/QpGQbHk2EWtOsnz0ejIzshBLRMwMn4CBiR4D7MarLSfTUeRDZaRmsC/sCP3mdCXxUxLvXsaSnJDKg8uP2bckgoSP6ueiyVuHUbt+DcY08M/TQmXjWZMp20fy8OoTprWaTWpyGm2GN6fnjA4Ed1vMmT355xqBQvExYkU/HJraEB/7GZMSxiTEJfL6cQwXwq8SvixSw/ZY0caCOcemcmLzaZYMWa3xwKh4eTNFTXl7FyztKpCckIKOoTYJHxLpUXlIvnkxSojFIpZenw3ZMKqeHwlxXyhhUQyHZopwdEv7inz5mMjDK084uPwoFw9dIyhyMmWrlWaE2xTePi/c+jpiZX882jqxNXgvjs1tVGM+uvqU8BVHufiNeqfD+NZ0mtiW6T5zuRJ5M99xzSsUx6FZbbpPb49YLCYrM4tbf9zj4MpjGmPmRg23qgSET2Dn/P1smK5+DCvHrNPOhcp2FfjyMZEX96Kp7mJJ1LZzzO+tGdz8LZTKnpf3XzOlZZBKIZR7zEdXn3Jo5THOH7ii+g7kWdl5VrIroWOgg41nDdzaOOLh40xachpysskWZBdKWigVuAkJiX9rO6o6yQNKNY9CaSz4R0keUJAvSqJHJPrvqnmkUkkOMVK4JfJnhI6ODG1tGfHxv4id/3X8InZ+4afGjyZ29PV1SE5O/UfqGUUiIbq62mRkZJBSyAXcz4AfnT/0o5E7JDk5Oe27Mof+KeuVQlGlh1wu58uXr094pWIJH17GMa7RDLV8AJmOFrU9a+Dh44xTC1vIhlcP31DE3BiRSMioen68fhRT6OdO3TUK6zpWTGo+i2e3X34zZjbRD96o2av6zetG8z4Nv9u61G50S7r6teP6sdvU8KiqGPNhTL7NXc5edozfOJS9iw+zZvKWPMeU6WhRu0ENPHyd8eziQUpiCmKpmN8nbGZfaESBzUKmpUxYcjGQ6D9fq+XXKOfTva2TomFMIOD1oxiitp+jeV9PMtMyGdtwhka2ybcQCoXMO+VP8fJmTG4eiFkZU9x9nFStZa8evVGEp644prKxTNg0FIemNkxsOpP7+dS25952v71jqO5chYz0DNV6nthyhvBlR/O0xiibrL5VNHw7n8pt1zPWJTMjk9cP3zLEaYKGumrjszAevojDf3L+aoda1mUICG7P+Kk7uHlbQYStCu3B6zefePb0PV27uHH7djRVqpozfNk++jRxon/QV6WYey0LRneoS7d2msRD0+a1aN3FCd8ZBQe5HgruzcgThzn/SqFouNlnEJN7r+fBXUWeiU9XF9wbWzGk31q15SyrmhMwux2+Xl+JK4lUxIGjY2lm5w/AwHFNqdfCGoFQAJly2hj3yHc9ukz1wXdkC27/cQ/r+jV4/zKW9X7b1drGvoVjMxsmbRnOluA9bJm1B6lMinV9K9y8HXBsZoOuoQ6f3n/m9aO3PLj8CIuaZalV1wp/n3lqxJFnF3dGLO/Hi3vRjKw/nfRUhf2jhIUZwRGT+PwhgeEefhrHzJStw3BsZkN2djbyrCx6Vh2hYSfSMdBmxQ2Fem1+3+WAQlkReimQ53ejmdZ6Dmkp6ch0tHBuZUfJiiUwMNGlurMlpauU5OiGUywerMgxmntiKuYVijPSY2qBZIWJeRHGbxhCJRsLYl99pLRlCcY1mlEogQ1fFXfTWs/mxsk76BrqUM25MjXrVMOpuS3mFYvz7sUHwpdHsnvhwa/fQdAetgTuKXT80pbmhF4O5tWDN5iVNUUsFfP26XtO777AviURGsodbT2Zqg58QpOAPLO0ZDpaiu+9jSPOXnbIdLUAOLAsko3TdxaqBpq2ezRWLlUY4TGVVw/fqI3p6u2AUws7pFpiYp695+yeSxgW1adh1zpMbDarwBB8JRTW1M7M672U1KQ01ZgSLTFvc8bct+SwisRzbGHLpM3DWT1pS6GEtExHixYDGtHNrx3yTDkCgYC3z99xdu9l9i46pEEMQi5lz7kHBLTXVPbIdLSoVa86rt4OOLewQ0tHC4FQgExHiy4WA3n3PFZjzG8RcjYAIzND5vVaipVbFTx8nSltaU5yYioiLU01j5LU+fw58R9v4PqZ1DxCoQCpVKoiev5TNY+WljSHGPl3Eju6utpoaUn5/PnnKFj5hR+HX8TOL/zU+F8hdiQSMTo6WiQnp/3XJaZ/F/6XiR1lxpAyJPl7Mof+uZBkIQYGeqSlpZOcrDjJCwQCtMQSbhy/Q2CXRQW2LgkEAuwaWzN1xygyMzORSCUqm01u605uSGVSllwMREtbyhhPf412l7xatuRyOdq6MiY1n8Wlw9cL3a7hy/pRr6Mrfm3mcP34bcWYtha45tiWcjd37ZwXTr1OrnSZ7EPIgJUc25h/fooSSuvSnkWHkMvl1M2xV8W+iuPykZvsnLufdy++XqhXd7EkIHwCp3acZ9HAlRrBsd9ue/N+DanXwQ2RWERczEcuH77OznnhxDzTrHKGnPrza7NJ/pzM+MYBauGqAoGAirXL49zSjjrtXChWtihxbz6iY6CNSCJioO247wqenrp9JNb1azC+8QweXn1KJRsLnL1sqdPeleLlivLhtSI8deeCcF4/iqHP7K549W/IjHbzC6zEVqJF/0b0m9uN45tOU8O9qmLMN5+4duwWuxeEE/3gDQeSN7Ei7AT79xZM7LVt50C7jk607RyGZ71qDBvoSacuyxgxrDHOrpW4df0FRsX1GfX7QVYO96Hl6FWqZZu7VqN7Q1v6dF2hMa61TVnG+3vTaJzme7mxy78bITcusO/hn+hKJFzvM4iWDl8VY028bWjV0Yl+PVepLVe6jAmLlvfAu6m6Dexw1Hg6NpxLQnwydRtbMSHIl9S0DDLSMulRYXCeN5pthzeju387xjUK4P6Fh+gX0aN534b4jvIiPTWDbbP3snexuqVMScQtHvw7keui8ty2oqVMqOZiSVXHSrQc2BiBUIBcns3n2ATePn9PwodEylYvRfHyZnx49ZFBThNJjFcnsfWMdJi2YyQVapXl7fNY9oVGErnuFL/fmYNES8rYxgGYlixCwN6x+PnMU9kP1ebK0pzF52ey3m8HN6LuMOfYVM7tu8z8vivyPb4AqjpWYtz6wYr6aakIbT0ZwV0Xc+nw9ULDwgEWnZtJ+RplEIqExMcmcOfMfcKXHuX2mbyDzOccn0bZagUr7ozMDKnf0Y3WQ5tSvJwZWVlZRPx+kpABBe9nkBOQftKfk1vPqEKDy1mVUSjt2rlQumop4t995s7Z++xbEsHbZ+8Juzqbx9ee4t92bqEWu6/2rjT+2HmOOr4ulKlWiviccPR9SyI0iJh5p/wpXrYow92nFtiEWK56aRyb29AzoCNZWXJSvqRw48Qd9i2JyHc+QaEybD+2NdO8Z3P9GzVi2WqlcqrPXShnVZr495/58PqjQj3WfXGewc3fQqns2TFvPxtn7KRstVI45tS+l88Z896FhxxYGsnNqLuUKF+MJZcCOX/gCvN6LS30vK1joMOGJ0t48+QtQqGQ8jXK8Dk2gfuXHhG+NFJDYSkUCll6bTZCkZCRdabyJdfxrmxAc2/rhG2jWorfGAGIchQrCQlf/pGHjQXh51XzSBGJhDnhy+k5TVuFX3Mp7PRaxMf/O+vC9fS0kUgkJCR8X2nHL/zfxS9i5xd+avxoYkdPT5vU1PS/Ve4qk0mRSiUkJaX88JP1X8H/KrEjFovQ1ZWphSQXljn0T5E6Sp94UtLX2lNlKOCmmbtYN3VboWNUcazErEMTuXjwGvN6LcW4mGFOe5VbTnuVetNUsbJFCTk3k+gHr5nWanahYazaejJW3VlAWnIan95/Vlmh7l18wL7FERpPy4VCIXOj/DCvUJyxDfzVao9zw7RkEYW9qoMbVm5VSElM5f3LWJaP2cC1Quwq3fza4TvKi9k9Qjm962t7j4m5Ysy67V2o7mJJ4qckHlx5QvSfr/Ea0Pi7MyBq1a2O/96xHF0XxbbZ+7BvWpt6HVxVYz68+oTwZQprBEDJSiVYeHoG9y48JKD9ggKDpwFKVylJ2JVgEuOTMDDWI/FzsmLM5ZrWCPgaYqxvrMeoetPyrFk2LmaUM5+uVHetgkAoQCwWsWbyFrYG7y10m/vO6Urzvg2Z7jNXpfowLmaEQ7Pa1G3vSg33qiQnJCPV02b0sI08evi2wPEkEhF7D42i18A1zJvVns1bz3Mg/AYL53fCokIx7t2KJjY7Hb/NRzm3YDDu/Rerfk87N7alca2KGmoagKJF9Vm7dSDOQxZrvJcb68d3YP+rh6y8foVqpmZsbNmWDm7BqvfdPavRY4gnPTstU1vOxFSfNVv607LhHLXX9xwexbi+a3n8ZwylypoQtn0gWlIxqakZhPRfoXGz6j20KT1ndGByi0Bu/aFezS6RivHs6kE3v/aIpWJObT/L2inb8B7WDN9RLZnRbl6hRJyRmSFLLgaSEJfIhKYzAajmYkllWwsMTPSp7lKZoqVNGeQ0SbW/BB6agEgsZNHg1bx6GEOnCa3xGd6c/cuO4j2kCUKhgBf3XzPJK5jPHxQ3TN5DmtBhTEs6lB6Qp32ipkc1Zh4YBwIB22bv07DX5AcdfW22vVlO0udk5FlyxBIR+sZ6vHsRy+weS1Qtbt8iKHIy5auXYYTHVOJjE7Bvoqj/tmlYEwECPryO4+GVp1w7dpP7Fx8z69BEUpPSNFSP+aGbXzt8Rnpxdu9FHJvbAqiC4Q+tOq6hbqpVtzrT941j5/wD+Qak6xnpYte4Fh4+zrh5O5KakoZYImbl2A1q6r38ll1+cy4xT9TrwPWMdLFtVAsPHyfsGtUiK0vOq4cxRG09S+Oe9RBLRIysM+272rsCDoynkm0FJrcIpESFYri3ccK+iTVyec6Y285yaMUxlXpvwIIeNO5ZjwmNAwpVGeoY6DB69QDsm9QmKyOLbLmc14/fcmr7OQ4sjcwzb01RyT6c1RO3sHeJZpaWjoEOtg1r4tbGEYemtdHSloIAPkTH0a/2mELJQSMzQ5bfmMuflx4x3WceWZlZ6OhrY9OwJm7eDjg0s0EgEPDmyVtO77zA4d9PsOD0DFK+pDCmgX+B50yhUEhlOwvm/zGdrEw5QqGAlKRUhFJhjprn57i1+tnUPEqSRyr9PjWPTKaFlpaEz5//nde0+vo6iERivnz5Rez8r+MXsfMLPzV+NLGjq6tNenr639ZKpasrQyAQkJSU+o8HNP+n+JGNYT8KWloSZDIpSUmpamRfQcTOPxWSLJNpoaMjU/PdSyRitMSKCxt5ppwX918RuS6Ko2uj8iQrG/esx6CQ39g4Yyfb52g2Zcl0Zdh41qCOrzOOzW2R6WqRnZ1NzNN39LceQ3ohBETJSiVYcHoGD688YYbvPJW14lsbWPSD1xzb+Aend10g5NxMkuI1VSt5QSwWsfBsAMbFjVg1fhP2ja1x8lJYoV49VNjAwpcfVbuZmrpzFNb1rJjYdGaBTTta2gr7yviNQ5HpaJGemkH0g9ec3HKWA0sj872ZUgaHrhy3kf1hR9TeU1pi3Ns64tLSHpFYRPz7z5SsVIK9oYcJG7qm0N8FRX7NDG79cZfATiEgEGBdrzrubZ1waWWPWCrmzZO3nNp2jv1hR5BIxYRdm0Pcm49qIcYFzWnolWC09WRcO34b11b2SGUS3jx5xx87z7Mv9AjJ31gQZ+wfT1WnSoxrOIMnN5/nOa5EKsbV25Gx64fQotHs7yK1Z8/vhEAspGKFYvi0X0xGRhYrlvfE3NyYx/djOPUymtVHLnM4oBd9Z20nJk6xvwz2caNaURMmjM67XedI1ARchi4howACP2RQKx5lfmLGmSiaVazM+Nqu9G76NbPHxqkCw6e2pIuvut1LW1vKrkMjaVYvSO31jTsHszT4EOej/kSqJWbz8THoK/PVPiczu2cY5/YpMoV8Rrag2zRfJnsFcuuUOqmTG0KhEOeWdviM8qKaU2XSUtK4dvwOiwetJO5N/jW+yvDyS4euM6/3Mg3Fh2dXD8atHcSzuy+RZ8oRSyXoF9El8VMyrx6/pVgZE/aFRTJwfjfGNwvi/sXHDFrQjUbdPGhbrA+Zuc6fQqGA0IuzeHL9OXN6hX27Knj1b0TvoE5kZ2Xz5NZzFg36ned3NAN9c0PHQIeVt+bw5vFbJjUPVB2L2noy2o1phc/IFhxceYxlI9epzdWSS4Ho6Gszss5UDWsYKJr9anpUpWad6jg0sQaB4rc+JTGVxPgkYp6848zeSxxZfTJPkmrMmkG4tLJnfOMAHlx+rApcd23tgLuPE6YlTXJUcTfZtfAgFWqVZfTqQawct4EDSyML3GZQtHEFR07h+ObTJMYn4eHjTNFSJqrqc6UqTgnTUiaEXQnmzpn7zOywMN/QYOV6uvs40XJgE4QiIZ/exnP16C12LzzIi3v5fx8LT8/ApGQRhrtNUWsqVCosnb3s8PB1png5M+JiFO8XK1uUftZjeH6n8KZClbKndTA3Tt6lkk15nLzs8PBxpoSFGR/fxnPr1F32hBzi8Y3n1OvoxsgV/fKtZP8W1VwsCT4ymQvhVylXvTTmFUvw8e0nbv1xj32LD2vUxpuVNiXsajBXjtxgdvfQfLNeKliXw9nLjnod3Sha2gR5lpwrR26yc/4B/iyEzFpyKRBdAx1GuE8BwK6xNR6+zljXtyIjPROBELKy5X/rA8i/gvzVPIp/P4OaJy0tnfT0r2oebW0ZEonoX9v0amCgi0AgJDHx549x+IW/F7+InV/4qSESKbJMfhR0dWWkp2f+1+1RCuuONpmZWSQX0ujzs+JHNYb9KChCkkU5TWWa2/ytgumfDEnW1dVBIhHnhCQrPk8iFiOQw8Sms3h09SmWDhVx83bAw8cZo2KGvH8Zy/n9V9g5P5z495//ct5Nq0FN6B3chdM7L1DdrQomxY14H61oIFE2uuSGfRNrJm8dycGVR1k5dmOe+41AIKCyXQVcWtnRol9jxFIRAoGAyHVRbA3eW2D7iqGpAaFXFDXOk5rNUoVWqmxgyvaq0qbEvo7jypEb1KpTHS1dGWPq+6nZrPLD9H3jqO5iyfjGAWRnZ+PS0k7NtnQ18iY75h8g5onCXtV/fnea9fb8LsWE8u+b923Ih1dxmJUpyoc3cVw7dpud8w7kmXFk38SaydtGsi/0MKsn5p0hZFGzrCJ8uoMr5azKkJqUhkxXi/61R/PkpmaobG4YmhoQdjWY2GhFkLSSwClXvTROLWyp28GV0pYl+fj2EzdO3mVfaASjfx+ALGdOYwtpy+k0sQ31e3vSq1vh9hSA5l616TuwATt3XWbdBkUz2Ib1/TA11Sf6ZRxLIi9w6vZT1o5qT9iOM1x7oLDJ+PVqjFaSnKCZ+/Mcd3/kGLz91hJbQMbIhI71MTDXoX/EfgbYOtBcvxwju321XVlWL4nfwk60b60e0CwQQMSpiTSvH0Rm5tffguVre3Nw+2XCdyjIm73nJ6EtkwLw5XMyyOVkZcr59PYz5aqXYlS9adw+nb+VJTeCIidjUaMsW4L24N7WCUv7iiR+SuL14xjun3/Ig8uPeXT9GTFP3tF6SFN6zerEumnb2bngoMZYPQM64D2kqSIc/lMSB5ZFYla2KA07uzPAeQrJiSlsuDcfLW0pfr4LOB+uUJ3pGuqw+ekiRjWYzuPrz9XGLG9VmoV/+DOizjSe3Pj6Xr85XWnaqz7Tfefz8v5regV2xN3bEYQCMlIz+Pg2nnXTtnFqx1dVnaGpPstvzOHB5cfM8J2vFsytRGVbC6btHkNmeibB3Rbz9OYLlt2YQ9LnFMZ6+hdKbirnaNPM3RzfdJoS5c0oUaEYlW0tcGhmg4GJPpcOXmN+32UqdcfsY1MpU6UUo+pO5fXjvNVoJuZFFEG8vs7YNqxFYnwSqYmpLBu1nlM78s9MAsXN/ZTtI9k8cxfbZn8l4ZXV53XaOVPDvZqqpvzSoWt0ntSWP3ZeIKT/ikLP2wZF9Fh+cx4v7r1iQd9lWNerjkc7F2p6VCM1KY3nd15ydP0pjm34A7lcjlgsIuzqbARCgYa1KC8YmRmy9GowMj0ZYomYtOQ0nt+N5viGPzi6/lSeJEVhyh5DUwOF4srXmdr1rRBriSEbTu04z9weoYUSHwoL8kjWTduuUmIamOgr1FG+ztg0qEFGWibRD15zYvMZ7p59wJwT0zi59azKMvc9c/r01guObfwD9zaO2DaqRVZGluIhwdazHFp5XEVM5g5iHlV3mkYGklAkpKpTZVxa2uHWxhETc2Pk2dlkZmWRnp7x01yb/VxqHqGqZUsqlZCZqZgrxSoI1DIJ/00wNNQjO1tAUtIvYud/Hb+InV/4qfGjiR0dHRmZmZmkF+JZ/yvIy8rzb8Q/3Rj2o5A7JDkxMX/JdG5i558MSdbX1wXgy5ev6impWEzC+y+M9Zye58118XJmOLawoX4ndyrVLo9cLkcqkzK3VxiRa6MK/dxhS/tSv5Obms3GrIypqr2qsl0FEj584e65P9m76DBVHCvS3b89oUNXE7HmZKHju3o7MG7tYPaFHeHdi1jqdXDNsWwlcu/iQw3LVkUbC2YfncLliBvM6RGa582dEibmRWjU3YNOE9si0ZKQEJfI/QsP2RcWka9lS5khJJVJGNPAX2NOixQ3yrFsKWxLSZ+TEYmFGJoa0M96dJ6tPN9iYEhPGveop6o/NzIzVNnAarhXIzkhmcfXn3Nw5VHO7rmkutn83jlV2BFGcGLLGYqWMqFWnWqkJKby+OZzIlad0LiRLGdVhnkn/bh69Bazuy/Jd04NTPRxaFqbJj3rUdm+IvIsOc9uv+DAsqOc2Hxa4+8bda9LmxEtePsiFlvPGhyLvMvCeQVXjStRpqwJy1f3oWv35byPVahxtm8bjJGBNglfUuixcDvRsZ9Z0K8lxy484MiFPwFYPLINL26/YeWyvOdpR/gI+ofs4tHr/LNDunja4OlmSasdm1jg2RS9x+nMmYUZU0oAACAASURBVPo1BLdUWRMWru9Dm2bzNZYNPzaWPl1XEBPzVRUyZ1EX7lx+xoacddp0ZBSmZgakpmZAdjatDLsTeGgi1VwqIxAIiH//mVPbz7Fxxs58rSFisYgll4PQ0pYyqu40lQpFS1uKlVsVarhXpZqLJeYVimNY1ACJVExKYiqZGZkcXHGcnfMPqLJzpDIpgRETsbSrQGZ6JmcPXKW8VWmEAgHmFYsRNmojkRsV3+/YlX0pXtaUkQ0C1NZn2JKelKlSklENpmusa9cpbWnepwGdyw8iMz2TgAPjsbS1YGyjAI3jRc9IFyMzA5ya29Blqg/Pbr9kXKOZGJjqsfRKENeO3Sa46+ICSXSZjhadJrel3eiWZGRkItPWolPZ/sRG508+CoVC/PeOpYZ7VWa0m5dvA1kVh4r0CupCZVsLTm47S3VnS4RCAaPr+xcakA7QdZovvqNasmLsBspblcHV2wEdfW3evYjl/P7L7A45pGb7qt/JnRHL+xZ67CtrytuNbomVWxUQCHj3IpaL4VfZHXIwXxWXWWlTQq8EcTPqLoGdF6kpe0RiEVZuVXBpZY+btyMGpvp8ePURE3MjYqPjGOw44btyjRaeCaBICWNG5NSBV3exxDmHoDA2MyT2VRxXjtxk98KDxDx7x9h1g3FqbsvIutO+S9nTaXJbOoxtzdH1Udg1qY1JCWM+vI7jauRNdocc0iDKPXycGL1mEKFDfudIPudAoVBIFceKOHvZ4dW/MQKRAAFwYssZdocc5OX9vG3CACbmxiy9Opvbf9xnZqeFqswooVCIpX0FnLxscW/rTLGypsS9+cTNqDvUbliTj2/iGddw+nfNaejlIIyKGvLi/itquFclPTUdgVhAlvxnVfN8/f+PUvNIpRKkUgna2jKEQgGpqWkqRc/PQox9D4yM9JHLs0lK+vfeU/zCfwe/iJ1f+Knxo4kdbW0t5HI5aYVYTL4X+Vl5/o0wMNAhMTH1H1Gk/CgIhUL09LRVIckFwdhYn0+fvvxjpI5QqAhJzsjIIClJQTgJBAKkIgkPLj3Gv+1cUpMKvhjUMdBh+Y05pCWl8eL+K+wbW5ORnsnzu9EcWXNS9TQ292eq8m48p/Pyft7Bodp6Mmwb1sTD14U6vs4kf0kh6XMSm2ftIXLNyQL3/Y4TvOk0sQ3z+y7n5JYzqtdVli1fZ5ya25Kdnc2rB294fjeaeh1c2RK0h80zdxc6b5b2FQmMmMT5A1cIHbKamnWq4d7WCWcvOwRCRSvU8U2nVVkV+TVf5Qd9Yz3WPV5MalIaWtpSRGIRrx/HELXtHAfCjuSZAREUOZkKNcsxpoE/z+9q2hwkUjG16lbHrY0jrq0dMDDVJyM9kws5wZ6FrZP30Gb8NrOjWoCuWCKmhkdV3LwdcWvjiExXi7fP3nF610WiH75h5Ir+7A45xLqpeduXcqOcVRnmRflx5chNDq86jmtre9zaOKFrqENKUioZaZnEPH1HbPQH3No6sXFZFG26OqOtq8XiBUc4eiT/6vbc6DuwAe06ODFk2Hru3lNYTPbuHY6Broy09AxcRoQiz87Gr0tDnkd/ZGPEFQA2+nUhcs819u3OW4m2afcQpm08yqU/879hdK1ejkk9PXFes4L9vp05t+mGquocwKiILuvCh+P1TZYOwI4Dw5k+eSe3b349XqYGtOHzh0QWz1QoA2av7EEtu/IkJaYi1ZJwds8lbD1rMLq+H2+fvce9rSNeAxpTzqo0rx/FsDvkEEdy3dTrGemy9NpsPsZ8YkKTmQXmdugZ6bLo/CxEIiEhg1ZRrnpp6nd0o3yNMiR8TCQzLQPjYoYIhIoQ1MT4ZLrXGI1D41qMDOvFrsURbJz1NWfJyqUy07YOw7fkALXPMbcwY+nlWfxWfRRxMeokglAoIDhiEoZm+pCt+G0Z4zm9QMsYKJQeEzcNpZJtebT1ZNw994DxjQIKzaECKFGhGKEXg7h/8RH6RfSoUKscCXEJPL31kqtHb3Ir6i7P770iMz2TirXLEXRkKtnZcvzbzuXOmT8LHd+llT3jNw6FbHhy4xmbZu7mypGClXrDlvalXgdXxjWawYPLX62gJSuVUBC77VyoWLs8nz984f6lh3yK+Uyj7nUI7LJIZdUrCMp8mXXTtnNu32UVAV3JxoKEj194ePkJ4csjVYrCstVKs+D0dKK2nWXxoMJVKJVsyjP/1HQS4hIxMjNQZIZde8qhFYr672+RW9kzqu40EuI0w2rNypji0MyGOu2cqeZUmWwEiCVCVo7d+F2ZZn1md6VFX08mNJ2pylYyLVkkZ0xFXlrylxSe3nrBkTUn0dbVYsCCHgR3X8KZ3RcLHV+Zg7Rj3gE+vIrDw9eZmu5VSUlM5dmdl0SuO8WJTadV584S5Yux5GIg5/ZfZn6fZQXOqXExI9zbOtAnuBsSLTFJn5N5fjeaYxv/yNdCDbDkYiA6OXatzx8SEEvEKgLOtbUDBiZ6pKVnIBAJyMjI/GlICyXRo/j/j1Pz6OnpAJCVJUdLS6JS8yjr1DMzf+5SE2NjAzIz5SQn/yJ2/tfxi9j5hZ8aP57YkSKXowqi/U+goyNDJBKSmJjy05xU/xP8k1XwPwJflVVp36XYMjLSyyF2/rmQ5OTkFFJzZNsikRB9PV0+xsQzwGZMnq06uaHIZpnO3XMPmNlhIemp6QiFQqo6V1ZYtnydMSiix9vnsZzde4nIdVEEH5nCl0+JTGgy87vybuafnoFpySIsGrgSK/eq1FHawF584EL4FXYtCFfLtpi4eRj2TWozuUVggfW4SsvWxM3DMC1pQnZ2NrGvPnDp0HXVxXZeqN/JneHL+rIpYKeafUGJSjYWOLe0o257F8zKFCUxPgmTEsac23cJf595BTbzgOJJ9+KLs3h+9xXTWs8mNSkVi5plcWllT932LpSwKMaHNx9V9qq41x8JvRIM2dmMaeCfZ87HtwiOnIJFzbLsDzuCWxtHSlU25+PbT1w/cYdd88M18i+GLO6FZ7c6+HnP5vqJO/mOW6ZKSZxb2tE7qAspSanIs+Sc3XuJPQsP8jiXXeZbKO1g35JA2noylt+ej0As5tDuq7Tv4Y5ACJMGruf+zWj6j21Ko9Y2DO63lpcv8lfK5Mb6zQMwK27Ipi3nWbdeQfodPjgaLamYx9Gx+AZuBGBU2zpoCYTM3nACgANze7N49iEunn+S57hrtvQn9PAFIq/kHbALUNRQlwOzfsMyLITrfQYxNVfVOSjIt33nJtGkTqDGsuu2DWTNiiiijn/Nxxk2ugmGejICxihq2fuPaYp3JycSE1NJT81AIhYy2H48b56o23jMypjSqHtdmvdtiLaejKe3XxC19Rxdp/rkHMsLCmxFquFWFf+9Y7l56h7B3ZaoEY36xrpYOlREpqtFz4AOFC1lAtkwp+8Kzu6/ikRLws6XoYxtFsSDXFkjQqGAHS9DCei0mOsn1cPPp24bhkRLzJRWmoSXRc0yzDs+lexs6Fl1OJ++Y/8HxW/XorMBvH32nqKlTdAx0ObLx0QuR1xn8aDf8yRPFXk0kzm8+gTLR60HFMS2db3q2HjWpIZ7VYqVLYqOvjYCoYDU5DSys7PJTMtEqi0lW57N60cxzP0tNM/jobSlOQvPBHDt2C12zN1Pk171qdvOFYFQQPSDN5zcckYj2HjqrlHUcKvGqDpT8w2FB8WxZONZkzFrByHT0SItJZ1XD94QtT1/shjAs2sdhoX1zjNfRqajRe0GNXBr44iTly0ikYj42HhKVjRnx/wDrBi9vtDvQansuXFC0bYokYqpVc8KtzaK+m+ptlRRU773EnsXHSI9NYPlN+fyOTaBcY1mfJcKJeTsTEzMjbkccR2XVvZo62nz9sV7zu+7zJ5FhzUCrEeuGoCbtwNj6vsXmO9Vw6MaLq3saTmwMSlfFKq1iNUn2LP4cIGWX2XF+rc5SGKJmOqulri2tse1tULJFBv9gXsXHuLRxonDq0+wdMTaQrfXoIgeK27N4/GNZ8zwnY+lfUWFksnbEeNiOUqmo7fYvTCcmCfvEAqFLLsxh2x53nYtJYqXM8OhWW08fJyp7qogtgRiAZlZ8n+8Nj0//Eg1j76+LllZcpKTvxLiUqlEVacuEAhVLVtpaT+PzU2JIkUMSU/PJCXl5yagfuHvxy9i5xd+avxoYkeWk3mQWkDLRGEQCBR5OnK5nKRCFBT/Jujra5OS8vc2hv0o/P8oqwwMdMnKyiI9XWGx+7ssalpaUnR1tfnyJUmV/SQWi9ASSzmy5gRWblUpU7WUKvdk57wDGjf7Lq3sGbd+CPtCD7Nm0tZ8L1LMKxTHycuWtsNboGesS3Z2NpcOXWP73AM8vvY0z2Ugp2HnUpBG3g3ksoF1dKOSjQXxsQncO/8Ai1plkUgVVqfvqeqesnMUtXNCj+PefMpp7nLNae5K5P43lq0eMzrQZlhzgrst5uzeS4WO33ZkC3pM78DzOy+xqFmWL5+SeHjlCQeWHskzL0dZf6580p2Xks24mBEOTa2p28ENu0a1SE1KRSqTEtR1ESe3ni1wfWQ6WoReCSZbns1Yz68kkIGJvqJpqp0rtepVJzUplae3XnBoxXGa9WlA+RplGdPAL99a5txQkkBBXRehrSejTjsXbBrUIC0lnWe3X3JkzQlObD6r2rZWg5rQO6gzi4f8rmHhW/1gESnpcq5deIJnC2syM7PwG7aJ54/fU6VGKYJW9EAkFtK84ezvOlYMDGRs3T2MqKN3MTLTZ/zE7UilYiIOjiYzM4tjVx4yYX0EAP2bO1GzTAmGzlcouKLCBjO492qi87HdhP3eiz1X77Et6maB63AhdChua1dyrmdfvOxnaHzHhy5Po03zeSR/k3MQ9nsvjh25ze7tX/e77r08qGFVirF91wLg3cmJ/mOakiWX8yk2kec3nzKhycwC16eyrQVdp/pSq74VAiDm2XsuH75O5LpTeQbcdp3mS7vRrVgzdRu7F2rm6VjaV2TO8SkIBAJEYhGZ6Zk8uv6cMU2/klUT1g5AIBQwq5t68PHwJb9ham7M5G8InLJVS7LojD/97SeosqcAnL1sGbt6ABFrTlKyYnGqu1hyZu8lTm07z42ouxptUUpY1CzD/Ch/Diw7wu8TNgOKY6OGR1U6TWpLeasy7Ji3n00Bu1TLKFUrG2fsyjMUXgkdAx1mH51CCYtizOwUwrVjX5VkJSyK0XJgI1r0a8jxjadZ2H+56r1adaszfe9YwpcfZeW4jarXVYHBLRXhvsXLFeXDm49cP36HSjblMSpqUGh9uBIjVvbHo60T4xpORy7PVoUQm1coxse38dw4eZc9IQdVNjafkS3o7t+emR2/LzPNd5QX3fzbE/vyA8XKm/HpbTy3T99j7+IINSWREt+j7FFUittQp50rFa3LkZ6ajpaOFuMbzdCo//4WQqGQsKvBSKRitTau0pbmODRTKJkqWJfj84ecSvGwSFoMbEQN16qM8JjKq4dvChwfoMf09ngPa87c38IwMTdWKJlsLfjyMZGHV55wcOUxtVbB+p3cGb68L4sGrOTYxoKDmIuVLYrvmJY07l4XkVjEl09JPL7+lMO/n8hXFWRibsyya3O4eeouszqFaDxIKFraFIem1tTxdVGRM9q6MuTZ2XQs2Y+khIKzokCR/VSyYgmWjlyLbcOaOLe0R0dfm/QMpZon46cpxPhWzaNcr79DzWNgoEtGRhYpKXlfo4tEQqRSZdOWOJea5+e4BjYxMSI1NYPU1F/Ezv86fhE7v/BT40cTO1paEoRCYaE2nPwgEonQ05ORmprxX1H9/Ez4J6rgfwR0dLQQi/MPSf4WX58yyZFIJCrPtlwuJz09g7S0jP/aEzFdXW2kUkUlpyokWSJGhJBprWarapD1i+jhkFOpXaueFamJqTy58ZzwFUcpU7UkHcd7s7D/Co5v0sxA+RZ1fF0Ytao/uxaG8+LeK+q0c8G2YS3SUxU3+4d/P6GWpVLZ1oKgI1O4FHGduT3DCsy70dHXpn5nN/rN6YY4J+/j+d1ojq6N4sjaqDzJEbFUzJILgegYaDOmgb9G6LGyucvDxwnHHMtWdrbiSehwt8kFKoGU6DmzI95DmhHYJYTz+6+oGrE8fJxx9rJDKBLy6tEbTmw+Q/iyo3j4OjM0tPd3159Xd7Fk5sGJnN17icz0TFxaOyDVEvPmyTtObT/HvtAItafZCiVQIM9uv8DPe06+T+jFEjE13KtQr4Mb9Tu5IZfLiYuJ58Sm0+xZdCjfp7kAgUcmUbFWeQ07mFAkxMq1Ci6t7fHwcUbPWJd3z9+TnpZB+eplmNQikOs5N2lisYhJ20fi0tIOsiE9PZPoZx84tOsyx/bfULULbowczdMn7ylazIA+PVYWOl8Av/Wpi3XtshzYfZWOPVzp0WsVFhZFWbW8Fx/jk9jyxw1WRSiIk+6etng5VqPD5PUIBQLOrxpOs4ZBZGbkrbiaG9KZS6/fsiz8fJ7vK3FywQAmRR1lRh1POrgGaby/+/QEhg1Yz4tn6vvk7JBOPLgfw++5Mn68fe3x9KzOkC6K4Gi3BlUZH+iDRCImPS2DuLef6VZe3dr0LZy97JiwaRibZu7i/L7L2Depjau3A5VsyiMUicjMyEQgFCASiRAIID0tgyc3nxPYZTEfXn1UG0umI2VL9DKys+HGqXs4NrVm37KjrJ66Q+0Gs05bB3oHtKdr1VFqy1u5VMZv23B8zPtrrOfgkO7Y1LfiNyvFMr1mdqBl/4aEDFjFsZzfIPsm1rQc2AhLu4roGenw7kUsIQNXcSOXAsjSviKzIyexfa46cZMbDs1sGL60LyKJkANLI/n0Lp7+87qzaNAqjq4/le9c1u/kzpAlvbhz9k9m9wjLN/y3nFVpAvaPIzU5jZHuU3BoVpuhS/uyKo/Wu29hXMwIZy9bBob8hkQqJjE+iSc3nxOx+iRRW8/ma2uevm8cVRwqMcJjikY2jKGpAfZNrfHwUQQGp6Wkk5aSgVlpE8Z4+nOjAJWeEiplTw5hoW+sp6pTt21Yk4z0zJymwtNErD5BZVsLZh2exN7Fh1k7pXCrpmkpE5Zdn8OfFx6SkpiKfZPayOVyXj9SWFQPLj+q9psmlUlZfmMOSQkpjC2gDlypZHJr60gdX2fSUzP4GPOJyLVRGr+h32LI4l406OLBWE9/taYrmY4W1vWtcPV2wNnLDolUTMyz93x4HYdNg5oEdFjwXRY4mwY18Ns9hg0zdrBvyRFq1a2Ga2sHnFvao62rxduc/CSl6qhE+WIsuZRj1+pdsF0LFOf4DU9D+fAqDl1DXcUx8/IDlw5dY3fIoTxVR4vOzcTA1IDhbpPVlE4lK5XIeTjgQsXaFqQkpSCUisjMzPxpFNl/t5rH0FCP9PSM777W/1bNoyR5flRotampMcnJaaSl/d+6Hv+Fv45fxM4v/NQQChX/fhT+E2JHEcj2fyNPJy/83VXw/zSUIcnZ2agyawpDQXk6YrFYRfIIBALS0zNy5uuvP1ERCMgJSVa0Nig/TyoWk/I5lbGe0zUsG6r1yMlScW/rSLPenqQmpZGSmMq+JYcLvfjt5tcO31FezO21lFPbv4brisQiqrtY4tbWEfecLJW3z9/z6uEbHJvZsDFgJ1tm7cl3XCUUeTeTuRB+hQV9l1PZ1gLXnOYuw6IGvH8Ry7n9CstW/PvPmJgbs+RiIDFP3zPZK0ijZvtbSGVS1j1ahFyeTWZ6JibmRYiN/sDFg9fYuSA8z4tf/71jsXKtwvjGATzKR5VUsXZ5VSNWaUtzUpNSeXYnmqDOi4h59i7PZZRQ3kStmbyV3SFfVRPlrMrg0tKOeh1cFRW7MZ+4dvw2N07eYWho7wKVQLlhVtqURRdm8fxuNCvHbsCmQU3qdXSlbLXSfHoXz81Td9XsVVKZlLArQQiEQsY28NfIQvkW5hWKs+RSIBKpGKFYxOfYBO6e/ZM9iw4zbuNQsrLBzNyYMb1+5+FdzafmHXp70MzHnpcvP/DuXQIL5hwq8POUWLGmDxEHrnPrxkuCQzrj7bMID7fK+E1rw7vYz8zZ8wfHbyiUBR3r1aZvE0caDl2KoZ6M8Hl9aOE5O9+xp/q3IVaUwczNxwtch4NBvTj68gn1i5ejV+OFGu9vOjKKeUEHuXJJfb+ZPN2blOR05gV9/b49G1vRsYsLfdosAaBardIELuuGTCbl44cvFDHVZ7DTBB5c0lRLALQc2Jg+wV3yJWj1i+ihrSejbNWSjN84jJd/vubgyuPU7+BKrbrVePcilt2LDnNoxXHkcjnj1g3Grkktoh/EMLrxLOYcnsCLP9+wZMS6b8bVZfOjEHxLDyQ1Wf1hxaYHC9g4cw+H10Spva6lo8XvN4O5HnWHkhYlKFmxGJNaBGlURythaKpPi34N6TCuFdeO38a/7Xyqu1kSsH8cG6bvYOe8A3kup4RILKJeR1fGrh2sstmEL4/k4PJjvP9GHVOvoxvDlvUhOytboVLKyOTNk7cEd1tC9APNJjoAma4WY1YPxKFpbWS6WkxtHcz5/Zp5Mt9CW0/GilvziHvziSktg6hoXQ7nnBBifWNd3uVYVHcvPKhS5C08E4BpySIMd5vMh9cfCxxfKBIy94QfFjXLkBifjGFRA2Kj47gccZ3dCw/m2fznM7IF3fzaM7PjAi4evKY5pjIwuKUd7m2dKFmxBKlJqXx695kJTWfm2daXG6UtzQk5O5PTuy+wsJ+ijUtppXVqYYuHjxPFyxcjLuYjN07cIWL1CSZtHcGbJ2+Z3DyQtJTCH4iFXgpC11CHeb2XUtOjGnXauVCyUgk+vVOojvaEHFLb18ZvGIJ9k9qMrDO1UCVjueqlGbt+MGWrlEIgFPDp/Wfun3/IviUR3D6Td0uds5cdEzYPY/modRxccSzPOcmtOkpJSkPPSIfbf9xjdH3/QrdXz0iXlbfn8/TWC/y8Z5ORnol5heKqhrXK9oqigUdXn3Jo5TEuHrxG2JVgRBJRoY1lMl0ZtetbMW3XaAQCASlJqWRmZSma6TJ+nvyW/7aax9BQn7S0tP8vdb5IJFTVqUskP0bNU7RoEYWNN/3/xvX4L/z/4xex8ws/NX40sSOVihGLxSQn/zULVWHV2P8X8HdVwf8I/JWQZCX+SkiyQsarIHlEIjEZGRk5RE/hT3cUIcm6ZGZmkZioIDIEApCKJLy4+4rJLQILreuVyqQsvjALbT0Z8/sso6pTZep3dMW8YnHi3nzi6rFbGpXafnvGUNO9GhOazsxTip8bpSqb47d7NMXLF0MgECgIhKg77JgXnm+DiWcXd4aG5Z93U8KimKplq6J1OVKSUtE31uPWH/cY13CGWlNLXlCQQEG8efKWKV5BJH9JoWhpUxybK2xglg4VSYj7orJs3T33gNBLQWjpaCmar77DHuG/dyxWblXYPHM3Ds1sqO5iSdLnZB5eecL+sAgNy9ZvszrRenBTAjuH5BksqoShqQEOzWrTJ7gL2vraZGVkcf/CQw6uPFZguGcVx0oEHp7EqR3nWTRgpRoJpG+sh10Ta+q2z7FXJafz+tEbytUsy8MrT5jiFVxo2LZYKibscjASLTGj6/uTkpia82TfCYdmtkQ/iyU1OZ24uESCJ+zMc4ytJ8exaF4Eg0c0ZvWqKCIOFmx/UuJAxBj6d19JbGwC+4+NpXWbEFq0sKZ/3/rEfUqk7+JdPH2ruPHt2cieQS1dcOkdQtkSxqya0D7PtiolBg5tiGklE4YvzbsOXYmd/t1IF8khNp1hnTQr2lfuGsy2LReIPKzenjRkZGNMTPXxm/h1ThycKjBkZBO6N18AQLESRizfNRBtbS2ePHpHhUrFyMzI5NO7z1yOuM7WwL0q0rB3YCdaDmqKX5s5XDuWd1MTQIfxrek8qS3b5x5gU8Au1bnI0FSfxj3q4jOyBbpGuiR9SsSgqCEZaRn0tZvIu5cfqNfOmV7TfelSZaTGuCuuzCJibRS7l0Sqve47ohmNurjTx3qcxjJOza2ZsG4wCR+/MNBuPJ8/aIbmfovi5c2Yun0EJSyKKW5mx29kex6/FXlh0KLfaNitDnN6hFKivBkevs5UsC5Peko6aSlpCIRCihQ3IiUxlQdXnrBzfjjP70Sja6hDywGNaNDZjcVDVhO5Lm+Vz/Dlfanr60xC3Bf0jHW5e/ZPds4PV2vry40ixY1Yem02j64+xb/tXI0cJPMKxXNsSy4qO5C2vgyAruUH5Rky/C1m7B+PpX0FRnhM5fWjGIqVLaq42W/nQlXHSiTGJ/P42lMOrjzGuX2X+W1WJ1oNasIUryCV2rMgeHZxZ/iyfuxZfJhKNuWxcqtK8pcUnt1+QcTqk2ph96DMNZqiZpvLC0Zmhtg3saZp7wZUtC6HPCubJ7eeE7k2iuMb/sj35lgsFrHs5lwy0zMZXc9PTZGoX0QPu8bWePg4YeuZozr68zW6RjoYFTVkqMskYp4WTMIDqjma2HQmz+9GY9uoFu5tHPNVHSkby74N/88PtepWJ+DAeP689JgKtcohFAl58/QtZ3ZdZO+SCI2HF4r9aA53z/3JzA4L8zwPKhWmrt4OuLR0QKariBQ4sDSSrUF7C83HCzgwngq1yzPcdTLaejJVkHU5qzIkJ6YgkorIyMj8aYoz8lPz/BWSx8jIgJSU1P+Ksv6rmkeKQICqZevvVPOYmZmQkJBMRj6q1F/438EvYucXfmr8aGJHIhEjlYq/OxtHIBCgqyv7S6qPfyv+jir4H4G/GpIM/1mduUAgUJE8EomYrCy5Ss3zrexZLBahr69HSkoqqakKwkkoFKIlkgBwI+oOe0IO5XszAV8VHK8evmFqy2A1WbtRUQNFS0oHV1Wl9qMbzyhfrRTpqZmM8Zz+XQTHjP3jqeZcmQlNAoh59h77JtbU6+CKdf0aapkvykpt5Y1pUNfva3bxGtCIvnO6cf/8Q6o4VCywuQu+Ehynd11gYf8VeYYeKy1bdXydXgPfuwAAIABJREFUcWvrhDxLjkgsYvXETexddLjAJ21iqZjQS4Fo6cjUSCCpTIp1veq4+zjh0tJe0Yj1KIYTW85Qs041rNyqMr7RjHyVQLnRY0YH2gxvztyeoSTGJ+PeVtGIpaWjRcyTd/yx87zahX+9jm6MWN6PDdO3s2NuwYoGoUiI14BG9ArsTEZaBhItCe9yQrJ3LwjPM3jbyMyQsCvBxDx9x+QWgWpKr06T2tB2ZEvG91jJ/K0DGeAbSswrTeWPd2dnWnd1pqtvKHsiRjNq2EYeP8xbaZYbHnWrMHBIIzq2CgEULVZhy49Ts2YZ2njbkZqWgfvoMDJzvucxbevQxq0GrcetpmxxYwL6NKWj96J8x2/X0QnXJtXpGrylwPVYM7Y9tSzMOXXkDrPG79B4f8HaXpw7+5htm9UtXV16umNtU5bRQ77mr1Stbo7fTF865rRoSSQi9p2fjEgk5NGDGMpXMEMsFjGvVyh127tRw6MqCR8TyZbLKVrKlAG2Y3l8/Vme6ymVSQk+OoUyVUri7zufW6c0b9rbDG9Ozxntefc8lrLVSpGalMZa/53sCVOQNTJdLXa8WEJf+4nEfGMt6za5DfaNajLEw0/tdQMTPdbfm4e/70K1EOUWfRvQe2YHTu04j4ePE+ErjrJy7KYCZvor3LwdGLduEG+evKN0FXMS4hJ5duclm2fsylcxMXXXKGq6V2NU3WlqigyxREzJSsUxKWFE37ndMK9QgqUj1nF49QmNMZxa2DBp8zCWj91I+LKjau/NOjSBitblGFV3Gq8exmDlVoUmv9XHpZW9oq3vYQwnNp/m0MrjpKemK4KVzwZw4cBV5vVaWugNcZESRqx9sJiPMZ8wMNFHIBLw5vFbTu+8kK/KcuGZAEzMFfXheSl7lL9Nbm0ccfayw8BE0ax3ZvcFwoatKTRsX9msN6tziEqdlDuE2LW1A7pGOrx7HsuF8Ks8ufGckSv6sTGg4FwjJZRWpAsHr3JkzUlcWtrj1sYxX9WRTEeLFbfn8TEmnvGNAwokpZWqo7kn/ZBnZSMARYj98dvsXhBO9IO883iGhvamXkc3xjTw1zjWBAIBlWzK4+SlyE8qYWFGWkoaekZ6/D5xM9uC9+Y5Zm7UrFONgP3j1eaoQq1yODa3wcPXmdJVSvLpXTx3z/7JviURfHj1kbCrwVw6rLA5F7YfSWVSVt7+f+ydZVxU68L2/5MMXSoiBraoKBYdotit2N267U4QFFGkFAO7u0Xs7u5uxUZQpJv3wzgD4wzgOe85e/s8j9cnf2vNrFkL18y67+u+Ipi46O9c2HMV144OlKtRhrgv8Ty++ozI8KNqWUeBJ2ZQorwZIx2nE/tB9T7SMdChTqMaOP8gtgRCEEqEZGZmkZ7+e6l55MqwX1fzGBsbkJSU8h+/jr9LzWNmZkpcXDKZmX+Inf/r+EPs/MFvjX+e2BEhlUp/iaQRiYQ/7EkZ/19hy/9ToKOjRWZm9m/1QP9XoQhJTkxM/eUcnJyc7B8r3/+ZnzQ5eSgnegClkkcoFGoOSZZIWeu1lY8vP+PW0UGZIxP1+D3H15/h8KqTygFDzfrV8N0zkVNbz7Nw+KoCW50kWhI8ergwdH5fhEIhmRmZvH/6kRObzxG59JhKm4sCChuPSCxiosdMvvxkbRKJRVi7WOHSwR7n9rbIdGXk5OSga6DDOPcZGiecP0NBAilULirNXZ4OGJjKm7su7rvK7vkHqde0JiOXDGK97/ZCLRuQSwJdirhOzPtY3Do5YmpuTPTbWK4eVLdsmZYwZtHVuXx88YnpLecWWCtd3sYSlw72dBzbCgQQH5vApYjr7AjZrxIk+zO8t4/FpqE1k5v48fS6apNTmaol5c1dnZwoVcWCr5++kfg9iQo1y+LrGfRLdb2unvaMXz2Mzf672Tp3DxYViuPQqi71uzhRtkYZ4qK/c//8I3bPP8iTa88pV6MMgSd9uHrwJkH9lqisErt62jN+7Qi8B6+hdQ9HxFIxvmM0EyRrIkezbctlzpx4xI7I0bRqEvhLVk6/OR2J+ZLAgnmHAJgd3IU3H75SrKgBbq5V+Po9iYZTchU0QX1bULdKKUaE7KZEEQOGt3OiT5fwfI/v7FqFQaM9aDl9dYHnETi4JQ1rVWTt4hNsWakenjorrDtR77+ybJGqpatdx3o0bFKd4QPWKLdZlDJh0fK+dHDNDSbee2Eq2jpafP70HW1tCQaGOiz4awWRS48i05Wx9skCxFIJYomIHHKI/fCNz6+iycnJoXjZYpgUN0bfRE95T57YfJ7l49erWaZMSxiz+mEoft0Woq0nY8Kqwaz02sb+ZarnHXR0Kk+uvWDFtG0q28tYWbDglDftSwxVm1x2mdCK5n3r06vyGAB8d47B2qUK/t3DuHrwFhVrl2VWxCQy0jKICD/GvkWHNf62gFwhMmrJAIIHhHN620W09WRUc6qCcztb3Ls6kxiXRMTiw+wI2q88j/nn/Sha0oQxrt5ER6mT0mVrlCH8egAisYjQwcs4uFKd1FGgTqMa+OwaR/i49RxccQKxWMiiK3OQ6Wox1s1brcVOEZbs2EaeR1WsdBGS4pIwMTfmxOZzzO2RP7mogEKR8fT6C2Z6ypU95WtaYt+yDvU7O8ptmp/juPuD1H99/y3ht+ZBDoxz9/klZY/PnglUc6zM3rCDOLa1w7J6KeKiv/Pw4hP2LjyklkPWy6cTnmNb4dV6boGLCBYVimPboja9fDojFgvJyszm1ql77A8/ys1j+SvLytUoQ/BpX46uO63WHKWoPq/fOVd19PLuG6rYVeDx5Wd4t51XaNW9UChk0bU5aGlrMdbVG7FUjG0zG1w7OmLtUoWUhFRe3o/iSJ6soymbRlKnUU3Gus0g6lHhwfN9Z3el/cjm3D33iBouVqSlpBP16B3HN57j6JpTapN4uxa1mbZljFq7Vl7oG+tRp3ENXD0dcOlgT0piKmKpiJWTNhG5TPMzWQFtPRkr7oXw8cVnprWco3ytjr42tRvVkKuOmtVCIMwlDZ3a2qJvqq+WwaMJAoGAOYemUdm2AtFRMZSsZE5KUipCqYiMjP9eecS/il9V85iYGKqMtf4bEAj4MdbLq+aRt2z9/6p5ihcvwtevSb9NJtIf/HP4Q+z8wW+Nf5rYEYtFPyb+BRM7EokYHR0tkpPT/ldYk34F2tpaZGdnk1bIoOp3xb8bkvzflB8rmhdkMi2EPzztioe+RCxCLBQzq1MI14/kWnwEAgGV65XHqa0tbp0cMS5uRHRUDDHvYqnhWpXwceuIWHy40M+2ca+Oz+4JnNh0lsWj1lC2emkc29ajfidHzCyLEfP+K9eO3GZnUASf33zBrExRFl7259X9t8pq74Ig09Fi9aMFZGRkkpqYmlvTfeIeO0P2E/VIve7Xb/9krOwrManxrHzVCYrmrgZdnalUtzzJ8SlER30hqN+SfDM8FFC0nGzwVVW5FC1VBPuWtXHv4vyjZSuBR5efcv3IHQbM7cHFfVcJHbSsUDuYUTFDllyby+c3XwgesBRrlyrU7+xEdecqJMYl8/TGCyKXHVM2r4jFIhZcmo2BqT7j3X00ZmLkhYGpPmGXZmNS3AiBUEhqYiov76mqo35G50lt6DHdk8B+Szi7Qz0sWNdQh7pNbHDr6EDdxjWRyCQggCdXnzPOzUeFAHVub8fE9SMImbqT80fus+OKNzNGbebBrTdqxy1XpTghawbQsfV8nN2q0KufCz27LFF7nSZs2TmCRSGHuXhWXkfeb4g7la0tEAqF2NQszYOXH+kRlBviun5sZ8yM9AjYfAozYz3aO1ZnSN+V+R6/bLmihIb3xnVMweczuoMrvRrVYfLgddy6qn5vTZjVjmyhkEB/VUKxUVNrOnWzZ2Cv3KBofQNttuwZQWt7P+W2tftHYV7SBICE78noG+rw6Mozxrv7EH5zHlkZWUxo6Et8bAJlrUtT1aESJSuVQCgSEvX4PVZ2FXD1dGBrwD5iPnyl9dDGlLYqyat7UYQNX8Xzm/LvkNe2MUi0JFw5dJshgT0IGrKCc3vUlXPthjWhSS8XhthNV9u3/mEwWwP3c/CnPB2pTMKqWwHcPfuIGq5VSIxLwqv1PBWSRaarRdO+7rQa2phipYvw5PoL5nQPI/ZDrsqr5ZBGDJ7XA/9umm2LUpmUhj1c6DKpLYZFDXh97w3mFcz5Hh3P+AbqBIeBiR7zL/pRtGQRvn78xrtnH7Gyq0h8bCIjHablq1ip26Qm3tvHsm/xYdw6ORAXHc/kJn6F5nsBNO5dnxGLB/DyzmvK25QlJSGFl/fecGjlCU5vU/9+WlQ0J+zibC7tv07IgKUanzUGpvrUa2qjDLHPyclBJBaybNx6IpceLVQFEHzGl+JlijLa2UtJxCu+8y4d7KjXxIasrGzePfnAyS3nsaxeivqdnJjYaKYayawJLQc3YnBQL+YPWU5yQgou7e2xb1kHgUggVxruuKSiOrJ2tsIvcgo7QyLYMFOzfVMBqUyKexdHhi/sT86PZ/anH0rDvQsPabQYiaVilt8JIjUpjfENfNX+3xSB845tbeXEhrEu2VnZ6BjoMNrFiwcXHhd6zX1nd6Xt8GZMbe7PgwuPEYqEVHWohGMbuerIpLgxMe9iuXHsDrsXHKRinXKMWzFEGVZdGMrVKEPwGV9ObDxHYlwSrp72mJUpJs8lOvWA3fMPqFielZXpt17h0z6owAKD8jaW2LeqS9cp7RAJhcR9iefO6ftELDnCw0tP832fgvga7ezFu6cflIHbLp721PGoSVZ2Fgggm5zfZkysmLvmzmFz1TwmJkbExSX+rdXvIpEILS2JUs2TkZGptG39K+chEAgwMzMlNjbxtyHU/uCfwx9i5w9+a/zTxI5IJERHR0ZCQv6DOJlMilQqISkp5f8UW66tLSU7m/9xbV//6ZDk/zT09XURCoUkJCQp1TyCHAGJcYlM9JhZaNijWZmizDvmjamFCQKhgO9f4rl//hG7Qg/km5WjqK1ePlHz6qGpuTG2LWrj3sWJao6VyczIQktHyv1zj5noMbNQsktBAr28G4VP+0BSk1KVbS7unZ2oWb8ayYmpvLj1iv1Lj3L9yB0WX1MogXwLDQ2FXDvYGq+t1GlUI7e56/5bjqw+oVLTDblWp7k9CraDKSxbA+f1pKiFCVmZ2bx6EKWmjvoZFWwsmXd8Blc0qFzyWrYcWtVFLBHz+c0XipctxtunH5jkMbPQ3CShUMj8C3L7xXh3H768jcXapQpO7exwbm+Hjp6Mj6+iObfrMnsXHiIxLolxq4bi0t6eaS3n/NKEpcMYeeX7mR0XsalfDcNihkRHfeFSxHXunn2E1/ZxBE/dwfkj92nZzR7P/q70bh6qfH+l6ha8ffmFlOR0fMO6EZeYRpB/JBOnt0KqJWHWjN2FnoOOjpRd+8fQsUUoSYlyO6JHU2u69XEmNSOTiuXNiLz8AK/1ufft4Zn9SUlMY/u5uxjr61CvTAnGj9qY30cglYqJPDoR22ELyC7gO97euTrTunvQxtGPNA21soPHN8Xc0hTvSao2LQfnSgwZ3pDeeVRDQqGAQ6en0MpuplI+H7q2PyVLm2JgLM/UEggEiERCYt7H8u7pR7xazdXYiCaWigk66UPJiubM6BDEgwu5igvzcmZ4jmlB4z71+fgymslN/Fh5P4SbJ+5j37wWqclp9Ko6Vk3VA1CmqgWhx71or6Hpque0dji2qsNQe3XSx6ObE6MX9uXGsbv4egaTWYAqq2Qlc3r5dMK+RW0OrjrB0rHr6TyxDd2ntS80Q0iB2h7W+O6Z+KMdBz5HxfD4yjPePHiLrpEudRrVoGKdcqQlpTO723yuHpIT4xItCZM3DMfaxYo+lUfnS9Y4ta3HxLXDAPBuO487pwpvmmrcuz4jFvVXtnFJpGKqu1jh9INAUNiWLkVcY/eCg5iVKUrAUS8OrDjOiokbCj2+UTFDlt0O5MWdN7y+H4VLB3uMixny5Z3ctrQrVDUsWSgUEn5zHiKxiHH1Z+Sbs6JYKLBvVZcuk9qSkZ5Jcnwyl/bfYPf8SI0EvAJdJrel29QOzPQM4vpR1ewsherIrZMDFhVL8O1zHB+ef6KmezXCR69l76JDhV6zRUVzwi7N5sLuq4QOXkapyiWwayE/psJi9PDSE/YtPsy9s4+UYdVf3sUytensfNsE82Lp7SD0jXWJjoqhUt3yyhDiyOXHVKrPFVC0a01o6JuvxbZoSVNsm9fC1dOB2h41SPqeRHJCCssnbNBI8OVFVYdK+B+axo6fmuAUuURuHR2p6V6NtKQ03jx6x4U9V+gypT33zjxkdrf5Bap04UdO0e1AMtIz8W0fhJV9Rfl5NqpBVkYW755+4NTWCxxYflyp+vHZMwEru0qMcprGp1fRascUCoVUqlsOh9Z1cW5vT6nKJUiIS0QgFpCenvmPtEZpgmKxTiQSY2Skz9ev38jKyv6v1KkXBrmaR6okeiCvmie9wAr6XGIngd8k9ugP/kH8IXb+4LeGQCCvPP+nIA/VlRGfz4BPV1cbgQCSklJ/m4fV3wWZTP7w+Z9kO8sNSc4g5RfaNuDvI3WEQgH6+npkZeWGJAPoyLR5//QDU5rOLjT0UCgUEnLGl+LlzJjYUE6I1Glck/qdHanXxIb0tExeP4ji8OpTnNx0juzsbEYvHYx7Fyd8PYN+aRLlObYVvWd25tbxe1R3qYJAIODtkw8c33CGgytPkPlTTpFCCXR8w1mWjF6jkQSSSMXUcKuKSwd7GnZ3IQc5qbo1YC87AiMKHJBLZVJlS1NeO5hQJKSaY2VcOtjh3N4ePWNdPr2O5sLuq5S3KUM1JyumNJlVqKoHoOeMjnQa35p5fRbz5W0MTm1tce3ooLRsXTlwg50h+5WKA+f2dkxcO5xtAXvZNFtzLXNe1O/syNgVQ0lOSEHfWJeYD9+4efQO24MjNFq29Ix0Cb8xj/jYBCY39dPYclK6igX2rerg3sWZMlVLkpWVhZa2Fr4dgriw92qh5zRy8QAadneRT2R/2C+Kly0mD7Tu4kQZ6zLs33yJdaFyQiU8YjTHI2+zc90FpFpiQtcNoGSZIiAQsHn5aTr0dmLGlJ3cv/uW1ZuHoKMjZcvGi+zdXXCbULsOdWnVpg79uy1VbqtUxZzZwV2IT0qldElTgnacZtOpWwAIBQIuzx/BnRuvePwtDj1tKcY5hZNIkccn0XzqSuIKUGfWLG/OstGetLKdpXF/90Fu2DiUZ9xwVRKphk1ppni3oWv7hSrb9x+bwJDOS/j4Vn7fTA3oSBFTXarVKcvH91+JfhNLTceKnNh8jsA+izUqxMrVKMPcI168ffIBX89gjVac1n81ZkhQL9JS0hGJRch0tUhLSef8vmsYFzOkWClTBtSeovGadr5bgl/3hdw+o5pnY1zMkHUPghjp5svrPGRz454uDAvuyeMrz6hQqywDrMepKHHyQ1WHSkxaNwyDIvroGeoyuakfN44WHqxtUdGcBRf8uHXyPnN7LqJ42WLU8bDGpkF1ilsWJT01g4q1y/Lt83cmNprFh5++TwKBgJl7J1C6igW9K49SO35pKwtCz87kUsQ14mMTaDm4Mcnxydw9+zBfsrzThDb09PbEr4vmpinFedu1kDcjWdlXIjk+mcyMTGZ1CuV2IcSReXkzFl2ew9VDtwjsu1g5eddkW3p+8yVH1p6m/5xuxMcmMKnRrALtowoEHPWitJUFPu2DsKxeCrdOjtRwsSIlUd22BDAosCctBnrIVSs/Wbl+hr6JHsPC+uHc1pbs7Bwy0jKIevyeExvP5kuWV6hdjqATM/IlvvLmv9g2q4VQJEQsEZGdlUO30oNJ+Jak9p68UNi1ZDoyxrh48T0mHpmOFjV/5BLZt6yLVEtefX5+9xX2LjzEXwv6Yte89i+1awG0G9Wcvn5dWTV5E6WtSuLUth46hjpE/2hD2xN2UOW7UruhNT57JrJuxjZ2hUbme1xFS2XT/g1wbmeHSCTky7sYrh29y+75kfnafsVSMSvvhxAfk8DERrNUVLd5yRmX9vaYWRYl9uM3JFoS9I106Ws1+pfy9/r5d6PNX01Z57ON2g2tqVG/GhnpmQiEkJWT/Y83xorFIgwM9EhISPqJQFHN5vk7SR7FeSmInlw1j5zo+VnNIxIJKVrUhJiYxP9z85A/UMcfYucPfmv888SOAD09HeLjkzRs1yYjI+vfqkL/3wCZTO4R/lWC5J/G3x2S/K9AJJIPLlJT00hJkQ+uhEIBUrEUIfLf6PfPP3Jq6wX2LzmikegwLGLA4mtz+R6TwJSmfmoTPIU83Lm9HS4d7DEw0SMnR+7FH+k4lUeXnxV6nqOXDsa9qxO+HeQkkCJTwqltPdw6OVLEwlRZJ74jOAKntrYMDOiRrxLoZygygU5vv0j0my8/qr/zb+4qUtKURVfm8Pbxe7zbBBRY3W5R0Rzn9nb0mtERoUhIfGyiXBofGqms/tYEr21jqeVhzdRms3n8U/V0sdJFlM1dleqWJz4mnsRvyVhWL4Vfl1CVivj8YNeyDtM2j2JX6AHWzdiGsZmRfMLX2VHeOhOfzNMbL9m/9ChXIm9QqnIJQs/N4v75x8zuOr/QfAltPRkr7oaQkpjCx1fR1GpQndTkdF7de8OhVSc1NrfMPTqdctaWTGjoo3HCYte8NlO2jKGX+1ySk9LQM5Cx6exU+rQI5WtMIit2jyDmUxyzR2ykYnULZiztQ1paJh1bhSIQCNh9cCzvXsVQunwx/Gft5dKF/O+9wNBuPH/yieV5cmu0daTsPjyOr9+TKWaqT695W7j3Wh7CXNRQly0Tu3H++EOMypkgEgr4/CyG8EXqtcN5sevgWPoH7+Dlx9h8X+NYzRL/fs3o6DxH4/42Xe1o2MqG4QPXqGwvW74Y8xZ0o2NL1Yr0rXtHEuS1h5uX5RaXviM8qFzZjFpOlXjx7BMvbr2hcSc7Dq4+TuiAZYA8g6X/nG7UbVILk+JGJCekIBQJ2RV6gJ0h+0mM+8lqIhay7cNyFo5ex6XIm8w/PYMS5Yrh33sx147cRcdAm60vFzLUYTrvn6tPAMctG4i+sQ4+nRao7RsV1odyNcowqr4vIrGIkQt649KuHnO6h3Hl4C3GLBuEU9t6DLOdWqitEGDMikG4trfnw4tPWFYrTezHb9w+eY8tc/donJxWc6zM7ANTObTqJMsmqE/2tfVkLL8dyLfo70xp5p+vCk4qk7D4ij8xH78xpan/T8efTMSSw6yeuuXHa6XYNrOhQTcX6jauSUZ6pgop0T+gO837ezCtpT/3zxeuivPo4cKo8EHsCN4vz6hpXhuA98/kv/eKtiUFKtQuR+Bxbw6vOcmycevzPa5CFejRyw37FnUA+PwmmrM7LrMn7KBKg1ReCIVCFl72R9dQhzGu3nz7nJsjpMm2FB0VQ3ZODuZlzRjpMJWXd9VtmD+j7Yhm9Pfvhn/3BVw5cBMru4o4tKmHS3s7TEuY8OVdLDeP3WFnqJyUsHa1wm//FLYG7GGL/55Cj1+0lCkr74fy7OZLjIoaYF7OjK+f4rh96gF7FhxQO0exWMSyO0Gkp2YwvoFPvveJZbVS8or2jg6UtS5NanIaz268ZIPPjnyDvBXo4e1Jp3Gtmf5TA5ni/1zRhhYfm8DTay94fucVHce1ZumYtRxceaKAI8uhqJU/te0C2wL2Ku16VR0qkxyfzMu7URxenWsBlOloseJ+CJ/ffGFqM/8C83pArhBaeT9EXv6gLSUtOY03D99xfONZjq09rZGgGRrahyZ93BnfwEdppc5rU3Nqa4tpCWNSU9IRSoT/1dYoTRCLxRgY6GrM1lHN5sn+se3fr1P//4GicEMewizh8OEj7NmzB1tbW+rUqUfp0mUoWtSYmJiEApU9+SEq6g2zZ/vw/ft3DA0NmT7dl1KlSv/nL+QP/hb8IXb+4LfGP03sCAQCDAx0+P49dxCUSxCk/48ODv7/hZaWBKFQ+D+C2MoNSf51u9x/OiQ5P0ilEvT0dEhMTFbeTyKRCJlEwraAfWyavQvL6qVxbF0X967OlChvRsz7r1w/cpudwZF8fPWZCrXLMe+oFzeO3WFe70VqVbo/w8BEj5UPQ4n7HE9meiZlqpfi26f8K8qFQiFBp30oUb44Ez1m5hsmqcym6epMNcfK8rybtzEsGraq0IGvIpthxeRNKplARsUMsWteC/euzlR3tpLXid94wZ1TD+g+vQNntl8kbNjKQiXnivrzjy8/M7dnGNUcK+PW2ZE6HjVIS0nn5V1VoiNv3s2EBr58eq0uOc8Lma6MsIt+mFkWIycnh+zMbKKeqAda54Xc6tSZBX+t4PgG9awFiZZEpWXLsIgBGemZfHr1mWF1J5GSVPB3T2GBe3rjJTM9g0lPlSs2qjlVlhN87e3RNdTh0xu5kily2TECjk5HIBQysaEvsR81Ky2CTvny/EUsKwMPAtBvXFOq1yvHmN4rmB7UmZKlTRntuYi0VPn9vO70FBKT0xjcZyWuDa2YPK01XevPpVGbWnTo50K3jovyzQbYsnME8wMOcPWSar7HzkNjkWlL0ZKKWXHwMssPXiEzO5uqZczwbu/O4d03adHNlszMbE7uv8PunQW3r23eM5Jp6w5z42n+K++d69dkRFtnejYOJjFBnUT0aFWTTn2cGZAnSwegqJkBK9YPom2TIJXtKzYMYvf6ixzZK1d1tOpkS7M2NSlftSQJ8Sm8fxlNWko61rblSU/NIDMzE6lMyoPzjzEqZohZmaKEDF6GiZkRjXq5UaZaST6/jiZ00HLu/SAVRizqh5V9JYY7z2Dc0oE4tKzNxGb+vLz3VnkeXptGADCrxyK1a6rtXo1Jq4fQuewItX2m5sasvh1AyF8r6TCyGSbFDBnhOE1FdTAkpBfN+zfkzM5LhI9Zn6/dyXvnWKydqjDG1Zt3Tz9gVNSAuk1tcO/ijE39anyPTeDL94+8AAAgAElEQVT2qftKItatoyPjVg1lrfc2di84qH7ejWrgHzmZlMRU4mMTiQg/wq7QAxo/W3EtS28GcDHyOqEDl8vDbTePYs30LewJUz8+yH8XrezlpIRrB3uKlS5CemoGN0/cJXz02kLJrA5jWtJ7Zmd5MPyPpimBQECFWmVxaF0Xt44OFC9b7AfBdZ9Hl58xJKT3LxMcxUoVYfG1udw584BNfruwbSavPi9TrRRxn7/z4OJj9i48pMxSEUvFLLsdRHpqOhMa+OZL/ihgXs6MsEuz0dLWQiQWEf81gadXnxO5/BjXDt/W+J4e3p50Gt+GGW0DuHVSXZlUxMJESXRUc6xMTnYOEpmYC3uuMqtTSKHX/LNdKycnR3kvuXo6UKtBddJS0pWkxNntFwm/FUjsh29MaeL3S3atece9KVnRnNXTt2DXvA71mtooq89Pbb2gVjYwcF5PWgzyYHLjWWqLA3kh09GiVkNrBgb0wMyyKFmZ2Xx48UmpEMrv/0MRPn1w5Qk1NZNCDevYxlapEIp5H0uxUkV4fvs1E9x9Ch0vACy87I+ekS5jXLxI+JaUS860s1XLEHr/7COjwgfh1smBsW4z1MYTeaH4/x4Y0AOpTEJqchoCsZCs7Kz/qppHIhGjr6+Z1PkZqiQPKNQ88oU/wd+u5vn06QPbtm3l4sULfPr0CUtLS1xdXbGxsaVmzVpoaWn9S8cbOXIILVq0pkmT5hw5cpADByIIC1ta+Bv/4LfEH2LnD35r/NPEDoCRkR5xcXKrg5aWFJlM8i+1KP1vhVQqQSwWkvwLA6F/Ejo6WohEIpKSfp+QZAW0tWXIZFrEx+eG9kkkYqQiCfN6L+T8HnXLjELR4d7VmepOlcnOykaqLeXivmv4dghSe/3PqGBjScBxb24ev8u8XnISSN9Y78ckyolaDXMryg8sO8btk/dZfC2AhG+Jv2QHAwg65UOpyhasmrKJuk1ssG1ei6zMbN48fMuxtac5sva0yt/3rwV9adLHHb/OIflOCCCX6Phrfl+KlSpCVmYWb3+EfO4PP5rvqmPlehWYe2Q6F/bIB/t5LS2aiI6Yd7EUKWXK+6efGN9gxq/l3ZyfRZGSpkxo4MOHF5+pYltB3o7TyRHT4kZqlq3RSwdRv4sT3m0CfqkdrOWQxgwO6sWJjWep5lRFTvB9+MrN4/fUlEyQq2Y4sVEehp3f/VyyUgnsW9ah+cCGFLEwJTs7m+tHbrM1YB/P88mM2BW7Fp+/1vPotnzAvuLQWHZtuEhGeiZ/TWrBsDYL+PQ2Nxdp+7UZyHSkDOy1nBl+npia6tHJaTYAW85OYUHoYc6fVbdvyPN1xuLZLJjknzJg5i/rTTXrUqRnZBLzJYGVJ6+z5+J93GuWp0P1KmxZcQb/xT1JTcsgdM4Brl0pOPh1zdahLDpwiWM38g8MndTZnbaO1RjWZSlvX6vbEOxcKzF0YnN6dVYNYdbRkbIzcgzNGwSobA9e1IM7l1+ycdlpABzdqzBodGOMTPXQ1tUi+mMcJ3ZepdNfHkxr7o+VQ0VObj7HrH2TEUnETGnmz8eXuUoWfRM9ukxqTcvBjUlPzWB21/lM3jCChaPX0XJgA8pVL834Jv68f65aMW9TvypT1w+jU5nhatckEovY+XYxU9sG8eiK+qS0l1d72g1rzKt7bxnrOkPjfWZlX5EBc7pTqU5Z7px5yLzei1XCioNOemNezowxLl4am6xkOlrYNq9Fw+6u1PawRiKTkJ2VzcV915nba5GK/dPauQpjlg+miIUJd88+5NCqkxgVM6TXjI58eRvDcPtpasdXwKKiOWEXZhH9LpaSFYr/crgtyFVultVKs3XuHpzb2WFlL7dCPbv5kgPLjqkFQPfz70abYU3x+knB8TMUWSp9Z3fFwFiPzIwsnt18yZE1J9Vyw/LCsnppQs74cnrbBRYOW6WihNAz0qVO45q4etpTt4kNWRlZfHjxEYtKFrx58JbJjWf9EsERcnYmxUoXYYyzFwlfE6nV0PqHbakOIrGIDy8VFe1HSI5Plis4+roXSnAo0LRfA4aF9eNSxDVquFVDR1+bz6+jubT/OrsXHFRrblKomTQRHArkVYy4d3VG10AHgQCObTjLjsAIPr7Kv60QIOySPwameox29lJ+vkAgoFLd8ko1T3HL3GBj3R8tVOPdfXhx53Wh19x8oAdDQ/owt2cY759/wv5H9XmZarnNZRGLjygXSqrYVSTgiNcvhU8DWNlVJOC4N/ExCZgUNyI+NpEn155zcMVxrhxUtw0KhUKWXA9AJBEx1tWbhG/qtl8lGdfRgWpOVRAI5dlg62ZsZ1vA3kLHUgoF1+yu80lLScehdV2c2tpiYKJPWlo6ArGAjIz/XDaPgtSJj08iM/NfD3b+XdQ8OTk5vHnzmhs3rnHlymWuX7+ORCKhdu162Ns74uDghLl5iQKP8e3bV7p2bc+BAycQiURkZWXRokVDtmzZg7Gx8d9yHX/wn8UfYucPfmv8TsSOrq4MoVBIYmLKHx8r8sBRsVhMcnLBbUj/FAQCAbo/6rWTCmlsUuDvDEnW09NBJBKRkJDbZCAVi8nJzGFyE798W6DyYnBwL1oOasSVgzep7VFDnnfz+D3HN57VmHejyHLZNm+vShBjXuStKG/az53MzCzEYhFb5+5lZ8j+Au1Oeka6LL42l5TEVCY38VMOfIVCIVXsKiizaYyKGfL5zRcu7btGFYdKWFqVZGKjmby6l//KngID5/Wk1ZDG+Hebz5e3sTi2qUf9zo4UL1tMTckEP5qvlg5ik99Ots3bV+jxFfk48bHyge/XApRMimteciOAhK9JTG4yS2PejcKyVb+LE5XrVZCvQmuJCRkQzpG1pws9pyEhvWnWvyGzOgYrQ0mNihnKCb4uTkolk2ISqWuozcglgwpUG+RFhdrlmHfMi4v7rnHj6B1cOzqohk+vyc1ksna1wi9yKh3tZpKdnfPDhjWNSQNXMzu8N8ETt3HxWG4lcm2nikya340rZ59QybokFiVNeHQ7igm95S1VA8Y3oY5rFQb2XaF2Xi1b16K9p61Kvo7ybzKyER262HHzxivWLjnJ9HmdaD1zDe2crLGS6LM0+DD7z0wlKzuHvt3D+fyp4Pre8NX92X39IdtO55/rsmKsJ1VLmeE1YiP3bqhbTqrWLMX0wM50aadaay0QwOEzU2jhEUBmeu4kx2tWe+JjE1k4W56fUbm6Bb6hXbl8/D7NujiQmpJO8JhNjA7sQlpSGoZFDUhLTuPJtRd4t51HalIa2noyMlLTlQHMi6/NkdsMj9+nj48nWtpS3jx6j0AgYFKLOXzV8HcQCgXs+rCU6e2CeaDBkjk2vD/FLYsysdlc1eu1r4jf7rFkpmdy/egd5vZUV/zkhWX1UgyY040arlU5sfkcy8auY8Gl2Yh/BPrGfSmcNB61dBANujhzeM0p7FrUpoiFCfGxCaQlp6FrqIOekS5ZmVlcjLjB3J4Llb/leka6hJ7xITkhlVHOXvkev69fZzqOa01achrHN55lnfe2ApUrQqGQRVfnoKOvrVKBrrBCObe3w6FVXaTaUj6+/Mz53VewqGSOXfPaTPSY+Uu/863/asLAgB4EDwjn2+fvOLWth1M7OwxM9Pkc9YUrkTfYveCAUilVzbEy/gensjvsEOu8txZ4bKFQiG3zWkzdMpqM1AxkulrEvP/KzWN32RkaqUYYK96z5HoAEpmEsa7eGsn+cjXK/AhLdqRkpRJkZWYi05UR0GshJzadK/Sa241sTr/ZXVVa0UpWKqHMJSpvY8n3mHgeXXlGZPhRMtIz8YucwrZ5e9k8u/BQdpPiRiy9FciDC0+4cezOD9tSJZK+J/P81msOrz7B2Z2XVa556a1AAMbVn6GR4FBAQcaNWzkUgVBAcnwKL+685sSGsxxbfyZfJUqHMS3p7dtZY/i0rqGOnIzrICfjsrOz+fYpjtJWJVnjteWXrtm0hDFLbwVy45h8UUcqk1CroTVO7Wyxb1EHSZ4MoYjFh0mOT2Hp7cAfFjX1RjFNmLFrPNWdq3B2xyUcWtdD31iXz1ExXD14k90LDhLzTtXq2mlCG3p4eWpUcBW3LIZtc7nKrIptBVKSUhFricnIzPy31Ty5pE7if0QRlL+ahx9h7v99kkdLS4KhoT5RUZ+5fv0aly9f5PLlC3z5Ek2ZMpbY2zthb+9IrVp1EIvFKu99/PgRfn4z2Lhxu3Jbjx4d8fKaReXKVf7r5/4H/3n8IXb+4LfG70LsZGVlk5WV/duSGP8E5I1N4l8mTf5OKEKS09Mzfjnc+e8ideT2Pj2ys7NJSMidMOjp6iDT1qKf1SjePvlQ6HFmH5hKFdsKTG7ix7ObL1Xybup3dsK0hAnRUfJQxp3B+2k9rCkdRrcgsO9ilQFrfpATHMOIWHKExLhk3Ls4UbKSObEfv3Hz+D12hexXOc/SVhaEnJnJgwuPmd11QYGe/eKWxXDr7EgPL08kUjHfY+K5feo+u0IiCwwz9oucQhXbCkxqPIsXP+XimBQ3wu5HsG81x8okfksiOTGVkhXN8e0QqFH99DOc2tkyad1wdgTJVz/1jfWo18yG+p1VlUyKOnHFNd89+5A53RYUKmnX1pOx7HYQaclpvLofhW2z2mRnZxP16B3HN2gODp0dOYXK9SowwcM3X+JLoiWhZv1quLS3o9mAhiTHp5CZkcm2efvyzWRSveYRbA3YozI5UIRPO7eXt2wZmOgR/TaWoqWLcPbQPeZPlxODPUd40NizLjKZlAObL7M25LDK8WeE9+JbfCobl59m06FxZGdls2P1OdbMl2cuCYVCtpybwoKQQ5w9rZpJMjugMx/ffWNx6BG183ZrYMV0vw7s3HKZ5QuOMm2OJw8T4nCrXo5dq85z7sRDdp+chLaWhCbumjNx8iJoQQ+ufvjI0v3qFfAKHPIfgAwhi+Ye4Gwe8kqBUpZFCF07gPYt1C0j+49NYFCflXx8n2tTGjG2CSaGOswavw34YdnaPZwedr7suifPepnRdwWTFvYkOyubh1dfkJ2VjVgIU5r5o2Ogw/pnYWRnZzO1mT9pKWmE35hHr6pjiYuOZ2hgD5r1qc/DK8/w6Tyf1AKse5NWD0FLJmVm94Vq+ywqmBF+yY9eVccpyRf75rWYsmYoG/12cSniOouu+BM6eDmntl7I9zMUqOpQidFLB2JRoThiiZjx7jOU1rGC4H9wGhVrl2VcA19lO5NRMUMq1S2HYRF94mMSGLNsMA8vP8Wvc6iaQlPfWJfldwK5fuwuwf3VycI+MzvRbmRzvFrPRddQh84T21Kxdlllxtfu0EiV3zypTMqyO4Ekx6cy0cO3QGVfmaolsW9Zhz6zupCTnUPi92RuHrvDnrBD+bYVQq51SVNDmHk5M2yb18K9i7MynyU66gtV7SuzeNQa9i4snNRVBDFfOXiToL5LMDYzpN4Py5a1ixXJCSm8vPNGmc8ilUlZfieIxO/JTPSY+UuT/XnHvClTrRSPLj+ltkeNQsOSFdfs3SYg3yBpbT0ZtT1q4NLBjobdXUmKT0YkErFx1g4ilhwpcAHCvKwZi67O4dL+6wT3D1c+8xW/o05t6+HYxhZtXS0+RX3hcsQN3Do5kPA1kQkNfQs8tgKzIiZTqU45xtafgam58Y+GKDuV5rI9Cw4pFyAU1zy95ZwCFVwgH0N0mignRL5++EaRkiZ8/RjHrVP32Rt2UGPOkVmZoiy5HsCFvVcJHbRM4zhHcY+6dXSkbI3S8vZLbSlTm/tz/Uj+Stq811yxdjlGOk5VKu8U96hbJ0cq16sgbxm7+ZJDK09Q1ro0nSe0YWqLwvOopDIpPbw9aTeyOSmJqWjpSMnIyEQgEpCRkfFL2TIK2/t/itTRhH9CzSOTSdHX1+Xr19zvYk5ODi9fvuDSpfNcvnyRe/fu0KtXP/r3H6zy3j/Ezv8+/CF2/uC3x08E89/82SL09LRJTU0jNfX/bp6OJiiquH+1Mvzvwu8dkizEwECPtLR0JUkoEAiQiiS8uvsGHX1tSluV5Ounb9w6cY+dIfvV6mW19WQsuipfOZ/UaGa+VeBFSxXBoVUdGnR1prJtBVKT0nj7+D1Lx61TZirkhx7ennSa0IaQAeEqdaxGRQ3krStdnKjhWlUZ7Pvk2nM8x7ZShowW9ne0qGjO/HOzeHL9BSEDwqnuYkX9To7UbWKjsaJcKpOy5PpchCIRExr6Evuh4PpzxesV1iKBQMC7px84sekckcuOqSmZQF7V231aB0IGLtU4OVUomRREh6m5Memp6cS8/8pfdSeT9L3gPApF3s2zm6+Y6RlEWko6AoFAbtlqWw+3jo4YFzfiy9sYLkfeIGLxEWbum4RES8z4BoVfM8D0rWOo3agGIQPCKVO1FPW7OFGivBmxH75x84Q6Gec5Vr5CnN8150X5mpYEnvblxvlnhEzZQVZWDp4DXPHs54JUKmbjwuPsXHlG7X0bz08j1C+Caxeesf+SFxlpmcyfsYdzR3InbB36ONFpYH0WLzyKlZUFWdnZ7Nl5jeAFPVi+6DjnTqkP+q1tShGypDdLQg6zd/tVzMwNWb5lKG9exzCq70pycmDTgTHo6Ehp06Rwi+J0n3Z818rGd8MxjfuFAgGXF43g3YsvHNhzk4itV9ReY2isy/qDY2jlMU9t37Z9o/D32cOdW7nkXI++LtSqWZoJP8KWRWIhkZe9aFN1MvufyI+x2j+CnuOaEz55CwNmdmRzyAE6j2xKTnY26akZPL/7hvfPP+PYqjYfnn8i9tN3ggevoK9vR9oObcyLu28oXaUE09sF8/ha/nY0u2Y2jF7Uj64V1JuhAGbuHENODszoGEqDzo6MCuvDgmErldlQzu1tmbhmGAG9F3Fhb8F5RqYljFlybS4v7rwm8VsSDq3qkJKUxotbrziw4jjnd6v+bcVSMUuuBfz4LszUmP0kFApZ8yiUj6+jmdZirsYGMZDXqy+64s8mv93sCN6v3D4irB8NujszqdFMFXLZsIgB9i1r49ZZ/puXkpDCi7tvOLn5PH1mdubdkw94tZ5L2i+UCIRdnI2RmRHerediWb0Urp4OGgOYFZNORZX25CaFW5dkujKGh/XDrbMjGWkZCIQCPjxXWKEOayQjKthYEnjShyNrT7N07Fq1/YqKdue2tji1s0PfRJecHNDSltKj7F+/FIgdcnYmxUoVYZTTdGI/fEUoEqqFJce8j+XakTvsDomkzYimNO3X4JftWu5dnRm7fDBrpm9Fx0Abt44OlKhgztdP37h75gF7Fh5WsZRaVi9N6NmZHF13mvAx6tecF6Uql8DV04Euk9si0ZIQFx3Pw8tPiAw/ys0T9/J9X+DJGZiXNWO083S153PRUkWwbWZD/S5OVLWvRGJcMump6RS3LMZIh6k8ulJ4iYGrpz0T1gwjbNhKjq0/o1QIuXo6YONejbSUdKIevePYBnmwsXmF4iy44KdspiwMMh0tVj9eQPSbL0S/i6VeUxvIkQd6n9l+kf3hR9UWCwKOelGycglGOU7Ld0yipS2lpnt1nNva0rR/A5ITUkhNTOXwmlPsXXhIzVqXF45t6jFl40gWDl/F0XWnKVmphHLRpYJNWVKSUhBKRWRmZmrMUfw7SJ2f8XepebS1tdDV1eHbt/xJ1qSkRKRSLSQSicr2P1as/334Q+z8wW+Pf4rYkUolaGvLK73j45P/2K9+glgsUgYS/y74nUOSFRLgpKQU0tLkkwCRSIiWWEpE+BFWT9lMTk4O+iZ62DWXW2xq1q9GckIKz26+JCL8KO+efGD+OXlF96yOwYXmIMh0tFh0dQ5iiZj1vttxbF2Pes1qkZmeyesHcovN8Q1nVTzw3jvHY+NejWnN/QscZCpWN8etHIJhEQMy0zOJevKek5vPq4VH5kXtRjXw3jGOQytPsHzCBpXvVV6ViEsHeUV57IevFCtVhGc3XzG5iZ9KJasmiKViFl6St7qMb+BDdFQMleqUw7GtLW6dHCla0pQv72K4evAWO4L3E/MulknrR+DQqi7TWs7hwYXClQNtRzSj/5zuHF59EmvnKpSqUpKvn+O4ffI+O4P38+bhW5XXWztbMWv/ZI6tP0P4mLX5Zg4oLFvNB3pQorwZ2Vk53D37gB2B+wsMnxYKhYRd9MPIzIjx7j4qQc+K8Gm3Tk7UcJOTcc9vvUIoFFDFvhLerQMKXSEG2Pg6nBdPP+M3chNtejrSbWgD4r8lUcTciOFtF/Dupfokz8zCmOWHx9PBfQ5isYjtxyeSnpbJqC7hvPspo6bfmMa4t7LhQ1QspkX1+fwlAesapenRYSHfvqqTZg0aV2eKT1u8J2zl8jk5UenepDpRr2J48VSeIbNm13C0dbXo1Hq+2vt/xuBhDbGoZsbwRXs17i9urM/OGb14evMNjx5+YO3ik2qvEYqEHLjqRbP6c/j5v3j1psFs3nCR44dzJ4Rt2telecuaDO0crty268xkpvYIx3fVAIyLGnDp6D1KWBbhwMqT6Bvr0e6vRugZ6rBw5GoGz+tBD6vxpKWms/XZfLT1ZCwZv4H2w5siEgvx77WYh1ee02lcS7pPbsPises5ukGzDUYqk7Dj7RImNPHn6a3XavtLVTJn0XlfdoYdosPwpszpEcal/TdUXtOwmzOjwgfy+Npzgvsv1TjxL1ejNEEnZ3B+9xXmD15OdnY2Yok84NWlg51cKaEv4+uHbzy/9YprR+/Qx6cTH19FM63l3HzVEouvzUEAjHbxJr2QRZgarlb47Z/Mhpk72RG8nykbR1C3cU3GuHrnGwwPcqLD2rUqLQZ6UK+ZDQKBkE+vo7mw9yp7FhzMN39MLBWz9FYgWRlZjG/go2LXVNhUHdva5mmFikEkEmJqbsJf9Sb9UpW2gqSd3XU+lyNvUL6mpVx90dkRiwrmfPsst5TuWXCQ57dfU7N+NWbuncS2wF+3Lq16OJ/nt16hpaNFhTxWqIjFR9SUNUKhkCU3ApBIxYx1m5Hv36ZoSVPqNatF/U6O1HCrSkpiKp9efWbLnD2FKktbDmnM4MCezOkRxsV9uWSiYRED6jW1wcXTntoNrUlLySDq8Tvun31ImxHN2RUayXqf7QUcOfc4y24H8vzWK+b1WUwNV7lFWdFc9uH5J05vv0jk0qPK+3LRlTnyRjEXr0KthVKZlIBj0ylrXYb0lHRkujI+vYnmcoTmDCGAxr3rM2JR/3yVt4pnqEIhZF7WjLSUNJLjUxnlPC3f6nMFdAx0WHk/hDcP3uLdJkBeTf4j0Nu+VR3cOjpgXq64nDg7+5A9YYf4a34fipQwYZTTdJUWtfwwKLAnzQd6ENBrISUrlsCtkwPlapRRsdblJc7cOjoyfvVQgn9aaFJApiujVsPqOLezw65FbXQNdEjPyCAjM5OMjEwlqfP9e+I/mo3531Lz6OjI0NaWERf3743Fhw8fRKtWbZXhyZGR+1i4cNm/daw/+Ofxh9j5g98e/wSxo6OjhVgsIjExRdlY9CvBu/+X8LsROzo6MkQi4S+HJGdn5yAQ/D0hyTKZFjo6MpXVIkVIcthf+Qd0KhotXDs60HyAB8kJKUikYlZP3UxEAWHBIJebz7/gx+v7Ufi0D1QOPIVCIVYOlXBuJ8+7MTDR49PrL1zYewXH1vWQ6cqY0ND3l1ZjJ28YgX3LukxvNYeUxFSc2tTDrbMTZmWKyldhD91mR1AE0W/lk3hFbsKS0Ws4tEp9YvwzGvV0Y8SSAXz7FEeRkqbK5q5doeqVtSCffCy6OpdPr6OZ3nKuRptAEQsTZUW5lV1FsrOzkWhJCO4fztF1pws9p5FLBtKwmwsz2s1TTmb0TfSwbSa3RNi4VyMlKZXnt19zcPkxdA10+CusH6unbvkla0TevJvL+6/j2tER22a1yM76Ydn6aVVfz0iX8Jvz+P4lnilNZxeY/SCRiuUTuohJCIVC0lMzlKuw+a3qA2x8tRizMsV4eOsNZiWM5JXI07ZjYKxLl+GN6dswQOP7Bk9rRbnqFkwYtJa6DhUY59MGfQMd2tTxKfA7qm+kw6aTE0lMTKNzK82kzIhxTWndoS5DeizjpYaaboBlmwajrSejR8eCs18A2nWoS8N2tejmv0nj/rqVSuLfpyl3zz4lSyQkyFszARRxaTr9ui8l+rPqpC4orAd3br1hw5pcYsXZrTKDhzWkd4vca1y5ezg7w08QG/0dv7WDiXr+mQdXX2JoKGNmj8W0G+pBH6/2iKUivn76zoTmARS1MGHqmiFo68vIzspma1AkuxceJiMtl+BwbFWHiSsHM9h2Kp/fqAcUg7za3NTciKltNCucfLePxqa+FTPaBuWrWChR3ow+Mzvj2KYebx68JXTwcp7/sE3WbVwTr+1j2Bmynw2+OzS+H+T2jRpuVfHo6UrluhUQioRER33h9LZL7Ft8mO8xCYjFQhr3dadZP3cq1CqLUCQkOyuHuC/f2eS3m8hlmpVXCli7WOEXMYn01HSEYiHD6k3m06uCm+8gV+VyctM59i46hN0PBWO5GmWI+xLPw0tP2LfwsJKI1THQYfmdIKLfxjC1mX+hxHTRkqYsuxOEUChEoiUmMS6Z57decmD5cRXyIi8KC2I2LGJA3SY1cevkSK0G1RFJRAgEAm4cvYNPu8BCFQwWFc0JuzibSxHXCRm4lOzsbHT0tantIQ9LtvtRp/7++UfObLvIkTWnWHBxNkkKu1ZC4WME370TsbKrxKKRq6jVoHquFerNFy5FXGP3fFXirMvktnSb2kGjRS0vFGHJ3b06Yu1UGQQCvryL4frRu+wOicw3LFmRR3P75H3m9AhTaV0UCASUt7HEoVVdXDs6UKJ8cb59jkPPSJf0tAz6VRlVaKMYwKT1I7BtVosxLl5EPX5PqcolsG1Wm/qd82QIXX1G5BI50aHIWvLrEsqVA+pBxz+jil1F5h335vTWCxQvW4xqjpVJ+p4st9atOalGknzIdj4AACAASURBVBiY6LH8XghPrj1npmdwvqq3vMRZ3cY1yUjL4P2LzxxacZzDa05pVMQqMHLxANy7OjOu/gyVZ7jifnJqb4dd89oIhAI+vvjMhxefcWhdlzndF6gp+TTBsnppwi7N5sqBm1hUKE6ZqqVIT8tAIIa0tIy/Zbz3K1AleXL//e+oeXR1tdHSkvL9+78Xi/DmzWv8/GaQkJCAvr4+Xl6+lC5t+W8d6w/+efwhdv7gt8ffSexoCtzV19chOTn1lxUg/1cgEgnR0ZGRkFC4x/6/id89JFlXVweJREx8fKJyUCGVSBBkw/SWcwq1RQF0HN+KXjM6s9ZrCzoGOtTvkkueXD14k53BkUryBKB2Q2u8d44vVCECUKJ8cZr1b0CbEc2QSMV8+/ydWyfu5hsWDHJSb/4FP4zNjBjfwEelmQfk1cG2LWrTsJsLVvYVSfiaRGZGJmZlijLRw1djze3PaDagIUND+rB6mpwQyS/v5sCyY5zdeZlKdcox96gXlyNvENw/PN9BqQIGJnqE3wrke3Q8UY/fYdeiDjk5OUQ9zr+ifN5xbyyrlWJ8A998V/bFEjHWrla4tLej5ZDGyryb3fMPsCfsYIH5DIrg5p/zbhSWLad2tnLLlpkhn6NiuHv2IW4dHbhz6gH+3eYXmvEjlUkJvxFAdnYOEz1mYljUAMfWdanf2RGLiuZ8/RjHzRP32BkcobRsLb8XjHnZ4hzeeomE7yl8fP2FcwfvkJmRRcDWv3h67wOrAjUTVsuPjCdi+1Uitl+lz18NadSyJonxqQxpG6bx9Xmx/vh4Xr+OZdo4zeGvwYt7UqNWGdp5BJCUqFm5FrCwJ8ZF9BjQe3mhn2fvUIERk5rTbOpKjfvbOVenh701V4/ep1Kdckwesk7j67Yen8CsGXu4d1v1uzPZqzVZWTkE+ufaf6yqWeA7x5MuDQOV2+Ys6cmLO1GsDojk0Ct5Vk/QmE10GdaQAfWmA9BmUEP6zmhPYlwyekY6pCan8ebhe6rUK08vqzHEfUnQeG5jw/tTtnppRrjM0Li/cp1yzImchGfJv9R+M5r1cWPw3G6kp2awa34kW+ZoJrYUMC1hTNfJbWnS1533zz5y49hdWg9tzOJRazi8unBS165lHaZtGsXO0EiOrDmFY5t6ePRwpVxNSzLTMxBLJUS/jUGqLUEqlTCk9iQS45JwamfLXyG9eXrzJZObzC7wMxZd8adkRXPEEhGvH75lf/hRjq07k+/vpY17dXz3TmRnsHoDkY6BDnUa1cDV0556TWuRnZ3Np1fRlLKy4N7pB8xoF1jo91MoFLL42ly0dLQY6+ZNcnwKNetXxaW9PQ6t5QHMn15Fc27XZWX99ZgVQ3Bpb/fLQcwtBjViSEhvzmy/iI17dQyLGvDlrVzBuHv+AZXnCOQ2TR1efZJl49drPKaC6HBsXZeGPVwxNjMiJyeHi/uusm1eRIF11wDBp30pblmU0c5efMkTrluqcgnsWtTBrZMD5WtaEvclnkeXn5KZkYl9y7pMbTabBxfV2/R+huJ3NXzMGq4fuaPMfKnmWJnEuGRe3nmtYgE0L2/GoitzVCrTC0IRCxPWPAkjPjYBfWM90lPlCqHjG85ydM0pjcSZz54JVLWvxCin6WrPT8jNEHLuICc69Ix0yUjL4OL+64QOXFZotlHN+tWYtW8S6323szNEHs4u0ZJQ060qjm3q4dC6HrqGOnx+84XLkTc4vfU8c454cff0A/y7L1AhsjRBKBSy+HoAYrGQJaPXUKdxTVw62P+w1n3l1vG77F5wQMX6O3blUJza2jLW1atQFVp5G0uGLehH5brlEQgFfP0Ux/3zj4hYciTfMVMFG0uCTvmye8EBpSJL11D+vXRub0e9prVAANnkkENOoTXnfycURI/839lK+9avqHn09LSRSKTEx/9+eZd/8PfjD7HzB789/i5iRyQSoqurHrj7h9jRDHlAsYz4XwhP/O+ew+8bkqyvrwvkkJCQpHxQa0kkiARC7px+wKqpW9RsOz9DoYrxbqNqmTE1N8aupTxDR06eJPLw8lOi38bQYoAHS8et48Dy44Wep7WzFTMjJnFu52VWTd1M7UY1cmvPE1N5cfcNB5cfU8q+jYoZsvjaXGLff2Vqc/9CVya19bRZ83g+Ei0JQpGwUPIE5G1fLf4fe2cZFtW6uP0fw9CNCiiCYmKhIp1iYGKAgt3dBaioSAgiitjdue3CQBG7u7eBLRYqSOf7YZiRcYY4td99/of7uvgys1gzK2c993PHkFaE9ljItWO3Zd4v2tzl5GmDvpEo7+bt00QmOs8ko5QZ4mr1TVhwZjZ3zz5ibu9FErl5XeuakuauCpX1+FyYd3NkZSyhR6aTl5OLX+uQMsnNgw740dDRnMiBy6jewAS3nk5UrVOFbx+/c+f0fXYvkM5PEmf8zB+8grO7ZOXmRWFYrRL9Znvj0s0eRaGA5K8/eXjpCfsXHS12oFOxagWWXg3n9cO3BHaZJ2PjE+cnufo40Ni1ARk/M1BSVUKgqEjE+C1cPSUbFrzjZgihY7fw8MYruZ+5/24II3osJ/Hdd5ZsGYa2pir3b71mQYD8Rrai2HBsEgUCBfp7L5f7/h+HJ6BfQRN3u+Bi1zEpwIP6FiYM6lu6rNzYRI+V64fiOF6+umeCpzMN1bQ4F3MHz2EtGOolf7m1+8eyffNFTsVKk5cDhzWnbr3KTJ24Q/JaJUNt1m4eRlenMMlr42d4oKUmJGz0Zlad8se0piFjO8xn7o7ReFUbC4BZg6pExvjhZTxS6jOWXQji2om7bAqWv38rGeuz7u48hjabWqxqZ+3tuVyOuc26mb+sKi17ODA2uj+zPedTUFBA0H5f/NxDeCKn/vx36BrosOJGODqVdMjJzObo2ji2he4t8b4hVvYtGrVGkuEjhqJQEV0DHdJ+pNFmoBuDwnoxwXmWVLC4vpEukadEeU6jrKfJEDUCgYDl18NRUhEy0WUWWvqatBnoRstezmhXECkYLx+6LmWHEdtBVvlu4cjK2BK3WUFBAVcfByatHkFGagaaOhp8/fCNm7F32RsdI7dpShxKnJacjm8xocSScFtvB6o1MCEvNw9VdRXCey8qU2i1uIEo1CdKcl81rFZJ1DTl40Bdm9qkfkvl6c0Ejqw+SWZqJsEH/dkZsZ8dYftLXb+4aerxlaec33cV1+4ONGnRkKy0LF4+fMupLWeliDNxo5iqhiqTXEq2LqkX1oYH7JiAQCAgM12UGVdc5osY7v2bM2bpYBbIua+KiQ7HrjYShdD3z8lUqWnE0XVxLBwqG7D9O9Q0VVlzP4qPrz4T0D6MnOxc6tmJ6tTFWWxf3yVxPfYu+6KPkPjiExGxMzExN2a8Q4AUkVUc+gf54DWxAweXncCmXVOq1qnC908/uH/+EfsXHZUpHLBtb0nAzoms8t1MTAnKNeNaRth0sKTD0FZUMqlIQX4B98494vCKE1w/XnxYslCo+Ksty222lCKrQhV9bNo1waW7KHw7IzWDhPtvUFVXpmrtKoxzCJB7/v+OTqPaMCSiDyHdF/Dk6nOs2jTGydMWqzZNyMvN492fH4jfeZGY1afIzswurH2fwR+RB4u1FootZRNWDqOOVU2+fpXN6vo74B9V82hpqaOoKOTnz5Kt+eX430A5sVOOvz0UFUXtWP9JKCkJUVdXIT09S4bFF4UnZ/9lgWv/LRAIFArD6EqXHP8noKSkiLr63zMkWSAQhSTn5ORIwqVFIclCXtx+xYkN8RJZfHpqJi9uv+Twylgpqb1QqMiiy3PQqaiNX6tgPrz4WOznqaqrYNnagpm7J6GAAlnpWSTcf0PspjOcWB9f7Ax0uyEtGblwABtn7GTfohip9xSFili41MPJ0w5nL1tU1FT49vE7lWsacXH/VcJ7Lya3lBkvTV0Nlt+IIC05naltQklJ+ikhT1y9HdA30uXz2yQuH7rO3oVH+PbxB+EnAqjVpAb+rYPl2q1+R7/Z3nSf3Ikjq2KxbGVB1TpVSEosDJ8uojwRw7ZjM6ZvG8+BpcfYELCjmLX+Cp/2GNkGA1PRQ+/dMw/YFXmoxFliobKQZdfmoqqhwpQWQXwpMgOuU1Eb63ZNRPlJrg0kx16oIqR20xplzvhpP7QVI6P6s2LiRuJ3XhQpBbo7YNO+KXm5+bx9/I7YzWcls8V1mtUg4uQszu+5QvTI1aXOxuoZ6rDxzyXk5uSQnZ1PX/sgmWXMzKsQtW88Xs0C5a7PqW0jRs7qTM8281FSUmT/uel8fJvEoZ3XOLy99Fa23ZcCUFVXoVu7BaSny5K2x85NQyhULJHYmRbkiWNzc9q3lm8V+x3H46fhMmEZmXLO66VjuvDp6msuxz5g+sqB+LSQDUgGiNowmKtXX7Bji/QgsrOXFW3aWzBq8HrJa0KhgCNx/nSyC5HUlfcc7IKNfQ0md1vCkOkeeA11I2LsZsZH9GCsWwhvnyaioKDA/rdLGe8WzKsiM99t+7vSy78T/epNKnYbp28ejbq2GjO6yLdbWbVuxPRNo/E2G0tudi4OHs3wXzuc0J7REvuH9xQPek7rymyvBdw9I0v4FcWsPZNo7NqAWZ0jqFLTEI8R7tRsYsa3xO/cO/+IMzsvcjP2nuQeNXrxINz7NZeyOsqDddsmzNo9hUDPSG6dkrWFqWurseB0ICrqKoyw9JfYVoXKQlbfEVlTfVvKVjhXqWmEbUdL3HwcqdnEjJSvKfz4kkKtpmYEd1/A+b2ln7vmtrWZe3wGR1bFsnbqNpGCsX1Tmvs40sDRnPSUdF7cecWxdaJKbW19TVbemc+7Pz8ww2NuiRZbMZZcCUPfSI8/rz+nmXtjcrNzefvkPae2nef4+tMydpghEX3wGOHO9PZhxd5jxOG2zl62tB3YQtI0tSN8HweWHi9RJSJu1xIrJsXHU1GoSAOHujh0scapqy06lbT5/OYr14/dwq6TFenJGfi2LLlRTIwZOyfS2K0hk11noaqhgp2HFa7d7TEyM5C0Qu2LjpEohLqMbcegsF7MKaN1qVUfF8avGMrnN0lUrmFA8pcUHl15yuEVsXLPRW19TVbfW8DzO68I8pSvyKporC8qHPB2oIFjXQoAoZIiy8au53ApBCHAiKj+tB3UAr9WwTy9IQo/166ghVUbkUKmWSsLcgqP/ekdF0hJ+smktSNFFu8t8i3eRSFSJ83l3O5LXDt2G6eutth1bIaikiIfEz5zft8VDi49LiFihcpC1t6PIuVbKn6tgku0FiopC2ngaM6co9MRCBTIy8nj0+uvXDt2i/2Ljsqow8ToOr49A0N6Eth1Hrd/s3wKBALqWNXArmMznLvZY1TdgLTkNHQNdIhZfZJFI9eUuL1OXW3w2zyWrJz/nmf60tQ8OjqaKCgISE0t2+RmOf5vo5zYKcffHv9pYkdNTRklJVG7kzxVjkjFk01Ozn/Hj8BfBVFttzrJpbQB/Sfw3xaSLBAIUBEqEbftPMvGrpc89AqVhCKpvZcdjl1tUVIW8v55IlcO3aD98NZ8fPmZGR3DS33oFQgERJ0LxrB6Jfxbh6ChrYajpy2u3e3RNdDhU2GGTtGcglGLBtJ2YAup2duS0DvAix5Tu/L1QxIGJhVFFcCxd9m14JDcQEaxKub++ceE9VoklfchhoFpRew9rGjRy4m6VrXIyclFRU2ZwC4RMsGs8jBr1ySatGzE9HZzJA0qOhW1RYOoHo40dq1PeooofPrIypMY1zaif1APFo9ew8nNsg1Ov6ORSz1CDk4lbus5bsc/wLW7PTbtROTJ68fviN0Qz4mNZyTHU9dAh+U3Ivj0+gsBHcJLHAgpKQtp4taAoAP+CBTLnnczLLIvHYe1Jtg7SqaCViAQULfQsuXSzQ49Q13SktOpUFmPPyIPstZ/a6nbbFK3CgvPhXDv/COs21myfXEsu1fEySw3IcIHnYraBI2Ub0kKXNGf7ynpRIcepm5DY0Kie1OQX0DIhO08vFUyYWdcrQLL940lNSWDeXMOc+u6rMXkxIXpCASCEomdeUv7Yt6wKgN6r+BrMfakoth/fDJ95u7g7WdZRdbB4IFsm3OY2xeesu3KbDrYyP/cwKgefE5KZVm09KDNubk5g4Y3Z2BPaRXAwRNTmDhgHa8Kc4JaeTTGp58jw1tHUKV6RdbFT+d8zB30DbS5Hf+AreGHAJh7cDIv7r5i9bRfVjV1LVV2PF+Mf4e5xTZg1bAwJerkDLqZjCo2CyM6fhZJH74Tsy6ewJ3jiRq2SkYR0nVcOwaF9uTl/Tdsm7OXq0el7yFCoYAlV8LQ0NVgilugpP4YfhGcjp1taOBkjqauBmk/0lBSU0ZDS43JboHcO1t8oLdpPWOWXAlnxcSNHN9wptjlVNVVCD7oS7X6JgR4zOX900TW3JvPp9dfmN5uTqlNVmqaqsze50t9+zrk5eZTkF/Au2cfOL39gkQp8Dts21sSsGMCm4N3s6dI65YY4tw0x642OHaxQVtfi/z8fPLzCuhXewzfP5asBhQKFVl2IwJFoSKTm4tCicXXvUMnUeZLhSr6v1QiUUfoNcMTxy42+LYM4kVh3lFJaDeoBaMWDWSN/1Y0dNRx9XbAxNyY7x9FKpEDS45LVbTXsKjGgjNBxG48wwo57VpFYVTdAOdudvQL9EZJRUhK0k/+vP6CIytjuXq0ePIl7FgAZo1MmeA4Qyb/TddAB5t2TXHpZk9jtwZkpWWRnppJZTMD/FsHcSuudOuvZWsLZu/1ZVPgH+xdeESiEHL2ssOmXVPgV4bQ4RWxaOiqs+JWJPfOPiSsV9msSytuzUOopMjdsw9x6GSDurYanwozhA4sOca33479hJXDcelux+TmgVKKtN/Xa25bC/tOVvTw70pGagYF+QWc3n5Bxgr1O6rVNyH6QgjHN8SzarL0fdyskSm2HSxx7e6Aaf2q/PiczOMrf9LQuR7vn35kWts5ZSIgQw9PpWZTM8Y7BCAQCCQEZ13rmqR+T+PZ7ZccWxfHxf3XAOjh34VeAV5lqn0HcO5mh9+GMTy7lUDtZjXISs8qzKI7L2ODc+luz5T1o8jMzv7/GqL8r0CemkdXV4f8fMoVO+UAyomdcvwX4D9F7CgoiEgbgLS0zGJVHBoaqmRn5/6t/Lh/B4iIHQ2Sk4sPa/1PQBySnJqaUSblzV8ZkqyiooyGhho/f6ZJzhclJSHKQiVWl0HCX8OiGr2me2LT3hJFoSJfPyRxLea2VADx79CpqM3Sa+GkfP3JtHZzSEmSHsAamRlg17EZLXs5U6NJdX58TkZJRYi2vhYjm/kV+8BYFAPn9KTruPbM67+UC/uuipqWOoiauxo61SMtOZ0/rz/nwNJj3Dp5D3sPK6ZuHVeqKkaMymaGLL4SxqsHb0hJ+olVmybkZufy8sEbjq+P5/S281LHT6gsZPHlOWjpajKlxexig57FYcHO3exoO7AFGamZZKRmsi/6CAeXnSjxwVQ8uFk3bTsHlh6TvC5+kBZbtnQNdPj0+gsPL/6Ja3d7rhy5QeTA5aVm/KhpqrLylkg54O8egp6Rrojk6ulIlVpGJCV+59Yp6Yry4IP+1Levg3/rEF7cfVXqfh0R1Z8Ow1rz6sEbajauXqplq4lbQ2bv9+VoYQjm8hvzGOgcwnc5pMja+OnsWn2G2L035H725nPTWT7/KJfin9Clpx3uHRpjWssAH6cw0ovJxBGj75hWNLU1AwUFbt56zeZ10jPP6hoqHDzpS05OHh2ci89R2bB7NFo66oTO3s+tG6Xnj2zfP5YZm05w46ls/sOVJWMZ7DqHr4nJHHoaibdbBOlpstsxfqYH6jrqzAmUtq40sKjKzGBPevyWL7Rp5yg2r4gj/qhoZrqpbQ0mz+5Cv0KV1LGXUeTk5PLH0lNYOtVmkns4AN3GtqG5pzWjnaTzckbN70vdZmaMby6rshJj2aUQ7px5yJrp8vOLqtY2YvnlUAoK8lnlu5UjK+XbOYyqV8JzQgda9XamoKCA23EPWDF5EwX5BSy9Gsan11/KREzrVBK1D2WlZZP08Tt1mtXk0+vPnNx0luMb4iV2KH0jXXQqajE/PoiYNadYHyD/+xeFQKBA7xleePt2QqCgwLunHxhjO63UvBsQDaxdve3xdw/h2c0E6ljVxN6jGS7dHTAwrUjSh2/cOnmPPQuP8P5ZIq36ujJu+RCWFNZQl4Zq9U1YcnkOt08/oIKxPmaNTPnxOZlHl/7kwJJjMteoqroKq+7OJ/nrT6a6hxQbSixRifiI7DCZaVm8e5rIzoj9kgF0cRDluXkT4i1N+GvpaWLVpjEu3e0lKpE3T97z8NITOo1sw67IQ2wN2VPCmkWQNE3decXcPotp4FgXZy877D2sUFRSJPHFJ1GGUBGF0KLCPLcJTjNkyI/foShUJPigPw2dzEn9noZ2Ra1ChZD8DCEAx642+G8ay4qJ8kP9i7ZCuXSzp3oDEzLTMhEqCxljO61UskwoVGTV3flkZWQzpcUvlZhx7cqFNjjHXy1j155xZOVJ3Pu5YtWmCROdZ5ZIzojRcXhrhs/vR/SI1SirKv2yQv3MIOHBG06sj+fMzouS39FaljWYHxfI/iXH2DSr5OtIU1cDx67WjFk8GKGSkMy0LN4+/cCZPy5ydPWpYm1wc2NnYlKnMuMcRFX3RSFWhzl2scbewxoVdWWyMrLRM9BhRqe5XD1S+sSOiIybwmq/rRxZGSsJyrbvZI2zly36Rnp8fZ/Ezdi7vHuWyMDQnv/VpI48qKgoo6mpTlpaJhkZ5WOUcpQTO+X4L8B/gtgRZ7Pk5OSSkVHyIENdXZXc3Nwy233+l6Crq8mPH38NsaOgoICmpir5+X/XkGQ1lJSUfgtJFqKooEiQZ2SZA4NHLRzAxll/cGbnRWw7NsOtpyP17epIMnT2Lz7K/XOixpValjWIiJ3Jzdi7RA5YWupgpZJJBdY/ii4MXdUgMz2LhHuvOLo6jrO75ee6BB/0p4GjOdPahMh4+UGUDdHErQEu3e2x97BCS1+TnOwcbsXeI6j7ghIbMqCQTNjny6kt51g+YQP5+fkIBALqO9TBqastzt3s0NLX5NPLz1zYf434HReYGzuzTKoYEF3r8+MDqVKzMguGLKeudS2a+zhQuYYhX99/48aJO+xZIN2OMiSiD51GujOniP2kOBhVN2BYZB+s21kiUBSQ/CWFBxces3dhjNSsdlFUNjNk8eU5ovaR7lEyBJM476Z5D0csXOqT8TMDZTVlVNSU6VtjdJlyGSatHYmLlx0zPMJ5cOEJapqqNHNvLFEd5eaKWrZiN53h5MYztO7nyqhFAyUZIpueLeXZw/fMHbdFZt1CZSF77oUxqFUE3z7Lkj7qmqrsvDITn9aRpKVmEji/B+qqQqrVqUxPl/BSv/uCLcO4e+U5CgoKWDjVYcLwjVLv16lXmWXrBvPm1ReG9FghfyXAvpN+pHxLZd+BmxwohoAqinXbhrPm5HWOXpO2qlTQVudwyCC6mvsDsPteGGN7r+LD228y6+g/qgX1mpriN2G71OuVq+iyfP1gurZdIPV61LK+3LuawOYV8QCYmFVk4cYheDcOAGDb1UD0DXSY0GkhwZuG4V1jPABmDasyP8YPzyrSOTuGphVZczOcwU39+fJW/nni1MWasYv641NtTDHvW+G/bgRZGdl4Vxle6jUsECjQuHkDPMe3x65jM3Kyc3l0+Qn+rUNLJTh1Kmqz4mYEH199IaBDGBmpmegZ6tKqjzMt+7hQrb4JUCBqvcrNJycnFyVlJX5++8n9c49ZNGotKd9K/g0yMKnA8htz+fzmKyZ1jUlLSefR5T/ZH31U0l71O4IO+FHfrg6TXGfJHVjrG+lKyJOGTvVAQWSxObLyJEvHrivx+wA0cKhL2NHp7Fv8a2Ctrq2OlbsFLt3tsW7ThLzcfN78+Z7T285zYf81ll0L5/Wjd8zsFCFXAfk7os4FY2hakRWTNmHl3hiHLjaoqCnz8eUnLuy7xsGlx6T2nbhdK6BDGA8uFG8JFQgE1LOrzYCQHtSzqwMgapo6fpd90THFNk0ZmFRk2Y253I67z9y+S2RULmaNTCUZQibmxvz49AMNHQ3y8vIYUGecVE18cRCHSU9xm03CvdcYVTf4pRKxqcXPb6k8K8wQunrkJq36ujJ++ZAyZZuBiIxbdCmUK4dvoq6tRtMWDcnKyOb1o3ec2nyWk5vPSqlElFWVWfMgiu8ffzDVPaRYEkRNU5WmLRvh7GVHcx8HstKz+f7pByc2xHNoRWyJv3Ni61KQVyQ3T/5qCFNSFtLQyRyHLiJ1mJaeBp/efOXZzQScvezYNmdPmbKTNHU1WHM/ihd3XhLkNZ8ajatj38kKZy87jKobkJT4jTvxD6VscFHngv+hCnS/TaNx7GLL2z8/UKORKclff/L46lOZ6nMxxDlCxZFxICI4rds1ZdLqEeTl5pHyM/X/VFamqqoyGhrq/PyZSVZW+fikHCKUEzvl+Nvj303s/KPZLGpqKuTn55NVhgep/zX8VcTO3zskGbS0NAEKQ5JFn6csFKKprUnajzSRT3/5iRKl5qMXD8K9f3PmyAkMVlVXoWmrRjT3dsC2QzPy8/L58SUZk7rGbAzcybaQ0sNoTesZE3UmmEdXnhLqs5C83DwaOpnj5GmLs5cdapqqJCZ84uyuSxxYcoy83HyWXQ9HSVkJ35ZBZSITxEHPR9eewr6TNZWqVuDL269cjbnFnoVH+PrbOsSzjGv8t3Jo+Yli12tcywh7Dyu8Jnmgrq1GQUEBlw/dYPf8QyXm8Khrq7PiZgQZP0WqmKJ1uXqGuth1tMSthxMNHOuS+j2NP2+8QLeSNsa1K+PXOrhMtgVv3870ndWNqKEruXr0NlbuFjT3cSysgc3l5UNp1VEjl3qEHJrKiQ3xrJy0qdTzs5JJBdY9WMiXd0noVNRGqCzkw4uPxO+8yOHlJ+QOFObHz6Zq7SpMitueRwAAIABJREFUaTGbd09lB6VFLVuu3ewxrF6JrPQsHl15RkTfxaT+SGdv0gYmdo3m1RPZoMs2PezwHtmSwa0jZd4D6DLACffuNozoIQo+/uOkH0/vvkGoosT0oRtK3afb4v1ZOH0P37/+ZP72kXRqJZ1n075zU8b7tmPX1susXy5rEwMQKCpw9HwAl2MfkJKbz4J5MXKXK4pFK/oT9/QVG09I10o3rWVMxKB29G0mUsdsuzabEN9dPLorG3zetbc9bu0tGDNMejtVVZXYf3wy7ZrPlXrdL8ADRSBiuugaVlNXZs/ZqXjU9gVgyDQPvIa5MbrNPCL3jmNql/k8vfkKgD0vFxHSewl3zkqTE/7rhmNQtQKT3eWrmRQUFFh/dx5n911l42xplYWFSz2C90xk4bBVdBzujpqWCqOsppWw137Bvb8rY5cO5m78Axq7NeTruyQOLDnG4RWxchWTJnWrEH0hlJsn7xHRb0mxJJCqugrZWTmsuDmPjNRMZnrMpa5NLTzHt6ehUz2Orotj5ST5jU3V6ldl4bkg4ndcYOnY9SipKNGs8Bq1bW9Jfn4+7/78QNy288SsOUVudi7R50OoWLUCE51nlum+Jw57P7v7Mjbtm6KmocrHV1+4sP8qBxYflSGe7D2smLZtvKTxTx7EWSIOnW1oM9ANNU1VAOK2nWPXfPn216L/u/xmBEIlocSuJYZpvarYdRSpRKo1MOHH52QeXHgsUlA0b4hvy6AytWuJCZFFI9dw98xDCXlS376OpKL96NpfFhvTesZEXwjl7K5LLB61ttT7XoUq+mz8cxEpSamiyYKsHN48eU/c1nPFhu7P/GMSFs0bMNF5ptz7noqaMk1aNMTJ0xa7jlboVtImKzObO6cfMLfP4lKLAOpa1yLi5EwOLDnGxpkiMk6gKBBlCHUWZQjpGerw+W0S14/f5ti608yJmcb7p4kEdAwvExknDlaOHLCU+vZ1celuX2JYcu8ZXvj4dmZGMVX3RVG5hiG9Z3jh2t0BRaGAlG+pPL3xgpg1p4pVyOhU1Gb1vQU8vPSEUJ+FMmScroEO1m2b4NLNXhSUnZ6FUEWIhpY6PlWGlqqwAtH1025QS3xbBvHsVoJ09Xk7SxQUFSRKroPLTtDErQHTto6TG67+O9oNbsHIhQPJzMkqJ3XK8T+BcmKnHH97/DuJHVVVZVRUlP6hbBYRsVMgyUspxy/8FcSOmIiTF2xdPETWq78uJDmXtDTRjJqCAigrKvHuz0Rmd51HjcbVcelmh2MXGxSFirx7+oFTW89xZNVJcrNzEQgEzIubham5MX6tgnn1sOSWLAUFBWbsmoRN26akJKWgXUGLT6+/ymToFIU4MPjwyhOsm7pd7n4xNTfGobM1LXo5YdaoGpnpWaiqqzCiqW+pth+hUJHoCyHoVdbDt0WQJOi5orE+dh5WtOjpRF3rWqQk/bICufo40GaAGyHdF3Aj9m6p+9q1uwOT143kj3kH+PDi06/mrsLa899VR8a1KxN9IYTHV54R6rOwRNuVsqoy1m0bM23bBIRKiiKf/pP3xG07LzlO8jB53UicveyY0TFcZoZbLAuXqI70NElPSadCFX3WTd/Ozrmlz5TWsKhGZFwg10/cIXLAMvJy8zBrZIpDZ2ua+zhSpaYhXz9851Zh1tH3xB+suDWPnKxc/FoFldgyI8asXZNo0qIRf0QexN7DitqWNcjJySXxTRJjOyyQ+z/h20eR8CSRNXPlkyWR20fw4N5bNiyLQ7+iJpsOTeD5g/fcvPKCbctLrroWKgvZf3UmvRznkJqSwf67IQz0WS6VkeM3oxMOLnUY1X8Nie/lN5tUqKTFhl2j2Rp9HFcva0YOWS93Oal9EezJF4Vs5uyQ/o6dHRrQz7Exo1qJQpjXnQ1g9cJYLp+RVTW08miMzyAXBveRbeKKifOnfw/pbek7yJkmFqb4FiG89p+fjq/PUhIevcfK1ZyQjcNIePyexFdfyUhOY/5I0bb4rxmKQABh/aSbwypV1WfdrbmMax7Eq4fya4Wt21gwbeMo+tWbROoP0b2rpoUp82MDWOO/jSOrTqKpq8GiiyHkZufi3yaUH5+LP59GRQ+g7cDmhPdezOXDN9DS06Td4BZ0HNkGXQNtvr5L4tmtlzy5+owHF5+gqqZCyOGpxKw5xRo/WVXY75gbOwMDk0qMsZkqZUGqZ1eHaVvHoShUJLCryOIjRn37OoQdncb+xfLtJgoKCtSxqolDF2tcutljYFKR/Px8VNVVGG07lafF5BQVhe+G0dh3spLKrzGpWwW7jlY093GgeiNTkj8n8+DiEw4sOYaJuTFjFg8iesRq4radL3X91RuaEnU2iLO7L/PsZoKkpjstWRTAHLPmpJS9SlVdhVV35pPy7Sf+rYu3a4FIidHMvTFTt45DIBCQ8TODV4/ecmrLObkBzGJ0GduOwWG9COu9iMuHpJVwyqrKNG5eH6eutjh0tkZZTZnvn5MxrmnEwWXHWDq29OtQXVud1fcWkJjwkRkdwsnJysXcthYOna2LVGoncf2EKEMo8eUnwk8EUL2+KROcZDN45KHntK70mu7JgaXHsHJvIsqR+ZTMg4uP2b/4GE+uPpNaXlwfvm3OXv6Yd7DY9RqYVsSmvSVtBjbHtF5VCvIKRMqTVSdLtcFFXwhFz1CHCU4zpVQuUmHJrS3IyRLZ4DLTMmngYI5/62Ae//Z95aFoW1bclnM0dmsgIbmUVIR8fPmZC/uucmjZcVK+pVKhih4rb0Vy89Q95vVbWqqdXUlZiS0Jy0QElgLoGejw5V0SN04Ur+Qau2Qwbr2cSswRqtm4uijvx9uBGhbVSE9JJynxO/MGLJM5TkXhMdKdoRF9yMjO/kus+H8VykmdcpSEcmKnHH97CASiv38VGhqqCARlz2YRQ1VVGaDMSpH/JfyniR0VFWVUVf8xIu6vCkkWChXR0tIkIyOTzEyRakIgUEBFqMylg9dZMHiFzAx0raZmOHS2xq2HI5VMKpKU+B09Ax2+f/rBeIeAMg3EQw9PFQ1m2oby9GYCRmYG2HeyomUvZ8wsqvHj0w/unHnI3qgjJNx7jY9/Z/rM6MbiMuY+NHKpR+jhaVyNuYWWviaNnEUZOk9vPOfgshMygb06FbVZdiOC7x+/M71dGD+/yz8fVDVUadbaAldvB5w8bclKz+Jb4nd2zT8kVYErD30Du+M9pRORA5dJatfh99pzW1Q1VEh88Ylnt17g6uPIkZWxrPHbWobZYT2WXp3LhxcfmdkpAuNaRiI1i7eDSHX07ivXjt5m94LDfH2XhEAgYMHZIIzMDJjiNrtM9a2+G0fj4mXH2ycfqNbQhB+fkrl3TnScnstRBtl7WDFt6zj2LDzC5tm7ZFeISHVk074pbj0cada6MZlpmSirKhPqs5Dz+0pu7xEIBCy+PAddAx0mNw+UDIbUNFXZnLCclUH7OXtYfqj29utBzJuykzuX5Q98t12awdyAPdy98QrnVvUZNqENCsCyOYe5El9y65dru0YMntSW/m4iZcvmc9NYFHmMq5d+2drW7hiBsbEeHV3DyM+Tf2zNGxgTHNkD3+6LWRozhQ7u8lusimLoCDeqNa7CqCXSpNu4Lk5YaGoTUFibvuzoFA7tucGxfbKz3LbOdRgzvSO9u8nWoe/YP5YF4THcuPZrxr19p6Z07mLJSJ9flrJVu0cRs/kCR7ZcRKeCJtuvBSEQKDB39CaGBHSiTwORmse5czOGh/nQu85Emc8aNb8PFs7mjLAJKHZ7g3ZPpEJlXcY4BWJcy5DF52aze/5hthexZ2jpaTBh5TBs2jfly9skXj9+x4MLTzixIZ7UH+kIBAIi42ZiUrcK/u4hcgdnxrWMaNqyEQ2d6mHWyFQ0OPuZgYJAgW0he0ocKAP4bRxNs9aNGWHpJ9fWoaQspF+QN13GtufhxSdEDlpBDYtqzPxjoiQMtzSoa6uz/nE0X94lkZGSQQNHEXny7FYCMatPSTUWihF6ZBq1LWswyWUm75/Lby3U0FGnmXtjXLrZ4dLNnrTkdDLTs9gWurdE8gSK2LUWHWVT4B+/trdITbdjF1tU1JX5+PIzV4/cpPWA5rwptGuVJdw2Mi4Q49qVmeQyCz0jXRw6WeHczY6KxhUk+SR7Fh6RKIT6Bnan++ROBHaJKJO9uMPQVoyI6s/nN18xqmHIj8/JPCwkuR5dfiqzvK6BDitvR/L0xguCuy2Q27xYXNPUktFriVl9qtTvNCS8Fx4j2zCt3RzJd9DU1RBlCHWzp5l7Y/Jy8njz53vit1/gy7skpm4Zxxr/LRxeUXqTVYUqeqy8HcntuAec3HwGx662OHQS5ciIigyusX9RjJSSa/mNCFTUlJnoMksmJ68oxBlvs/f6oqmvSUF+Pl/efePWybvsjY4p9rfIydMWv01jim3Lqt7ABLuOzXDpLsoQSktOR7uCFg8v/cnk5oGl/oYKBAJW3okkLzePyc1nk56SjoFpRazbNpEiIxPuvubYutOc3X1JZJvrassE55m8eSyfgC6KFr2cmbhqOH/MO0DNxtWxbG1BXk4eb/98T/zOixxdEyc557uMacvAsF5klpM65fgfQzmxU46/Pf5VYkcgUEBDQ428vHzS08uWzVIUKirKCAQKpWbx/C9CR0eDlJT0/4gy5r8tJFkoVERFqMyW4F3sni/bhvI7rNwtmLXHl++fk6lYRZ/kryk8vPiEvdExcmehVNVVWHotHIGiIv6tg+VaBDR1NbBu11SiZhEKFVEQKPDHvINsmFF6iLG4RrtoYLCSihJNWzTEuZsdDp2tEQgEvHsqsi48vvqMsKMB3ChUlJRWf66mqcryGxHk5uSxctLGwgGPPToVtfn46jOXDl6TUR3N2DkRy9YWBLQPK3VW0rReVaasG0mNxtVRUFAgKfEbt07dZ/f8Q8U+8NZpVoO5sTO5dPA6UUNXykjNKxrrY9exGW49nTC3qUVqcjrqWmpkZ2YzyHyCXIXU7wjcNwUL5/r4u4fw/PZL0XFq2wRXHweatbIgKyObhHuiB974HRfoOr49g0J7lklqDr/qlS8dvE5ubi6OnUXqsPfPEjm94wKHV8RKDfI0dTVYcXMeyV9TmNomVMqC0MStIUEH/elhOYOcbFm7g5FJBVad8qebZaDcpsCKRjqsO+WHp2s4Odm5+IV4oiJQwMrVnKEe0XxJTC5xW/zndUehACImixQWC3aO5PqNV2zd8EvdsD92Cqk/M+nXdXFxq8HJzZxhY1ox0CmUvQ/DGTF4HR+KUfeI0aadBd36O+AVLG3rWTyqM0k337Ey+AAA8/4Yzc3rr9ixVvbY1G9swsz5Pvh0kf1uy9cN4uTx++zf/YsksLGvxbiJ7vTrEC15beYCH9K+pBA9VUTo7bkXhoaWKmM7RDJ/7wRGOc3m/YtPqKgp88ezhfh3nMuT69L5V1p6Gmx+HEXEoBVciZFP0Gnpa7Lu9lzOHbiOq6ctsRvPsMpXvnrGqHolLFtbUMeyBvUd6mBcy4j3zxPR1tciKfEHAe3nlImY7jy6LUPm9mHpuHUoqyrRbZIH2hW0uBv/kJ3zDsjc+4ZE9KH9kJaMtZ1WLHkihnEtI4bM7SMijjOyuXfuEbM6R5SaEaRvpMuKW5H8ef05Id0XkJOdKyJPmjfAqauNJJsmMaHQDrL0OGHHAtCtpM1El1kywbDyMHSeqM1uyZi1VGtQFZduRdqrjt+RUTTYdmxGwPYJJdq1xDCtV5W2A5vTcUQblJSFfP+cLLLtyFGeiCEQCFh6LRw1TVUmusySBFSLIc4ncfNxFFlVf6STm5WDQbVKjLWbJmkhLAliMmHV5E3ErD4lRXJZt20qGZTHbTvP0bVx6BvpsfzGXG6cuMO8/stK/S0XCASsuhuJgoIC9y88waGTNaoaKnx69YVLh66zf5GsgnXc8qG49XAs0XImEAioa10T+05W+Ph3JSstExQUiNt6rtSmqcpmhiy9Fs7FA9dYOGyV1LOLqbkxth2aiZRcDU1J/pLM46vPqGNVk9QfaUxxm12m2ncxITLJdRY/v6eJbHDeDjRwNCf9ZwYJ915zfF0cZ/4QKVhb9XFm/IphRA5azrndl0tdfx2rmsw/PZvXj95iUteY/Px83j9L5Mwfl4hZdVLG/isUKrL6/gLSU0TV9fIaHcVkpENnaxy62KBbSZuc7FzO773CWv+tpVq22gx0Y8ziQVIqMfFxsutkhbOnHYbVRG2dHxI+Uc+2Npk55aROOf73UE7slONvj3+F2BEKFdHQUCUzM/ufzshRUVESyZTLiR0Z6Oho8PNneqFC5t8DUUiyGvn5+f9QSDLk/1u/R3FQV1dFRUWZlJRfQXyqqspoamowwyO81LBdKHzg3TiavQtj2BT4hyTYtrm3A9btmpKTlcurh284vi6OU1vPU9nMkEWXQnlx9zVBXvPJLGW/CIWKLL4Shk5Fba4evYlTVztU1JV5/zyR+B3ys1nEGT8hcmq0i6K2ZQ0culjTc5onWelZCAQKxKw+xe4Fh0j6UPzAuXJNQxZdnMOzmwkEd5svVTVcuYYh9p1Eli2R6iiZe+ceUdvSDBV1FXxbBPHx1edS9+vYJYNp1c+VIK/5vLjzStQ4UhhAnJ6SztObCVJZR2J71/awfWWyRpk1qsaiS6F8TPiMgWlF8vPyefPkHbGbzspUq4LoOCy5Go6GjjqT3WbzRU4ji6JQkQaOdUVZR5526FfWJScrh2vHbhM1ZGWpuQ/NfRyYtGYkm4N2SdUr12xcvdCy5YCRmYEkKPr8visE7JjIw4t/MqfHQpnA7ahzwbx88ZUVgfvkft6wmZ2p2dAU/0L1inkTU3qObIGyqhIbFxzHrmV9GtnXYtJgUYDs7jh/tkQdZ/C0jnSxKr6pSYy1Ryawd905jheSHyMCPDCua8S0iSJiUqCowIHYKTy8947p47cVu54u3ja4t2nI2I5RbLgwg7VrznDmtPygXDFq1TEicnFvXCdJBzIfDB7AzrlHOb1fpNCZsWIA31IyWRoua0WrXFWPZTtG0KWtrI0tKLwbnz//ZNnCX3lSRlV0WbVhCF2dwiSv9R3hRhNLU3y9Raqf8K0jaOJYh0/vvvHy8QdSk1Ikdqzx0f2oUqMSfu2ks3sAuoxsTQ9fD3qYjS12m23aNmbG1rE8uPQnU91DS9o9UnDobM3UzWNQVFLkydVnhHhHyZADv2NAsA+e4zsQ6BnJ7SKBqBYu9ek40h3b9pYoKEBacjo/vvykoCCf2k1rMMLSt0x5VwCeEzowMKQnMatPYtO+KQamlfjy9ivXjt1mb9QRmVYk03rGLDwfwqWD11k4dFWxA8Fq9atKCF7j2pXJz83jVtx9doTtkxsqXxR+G0dj52GFb4sgKVtrRWN9icWkgYOIPHl2K4H3zxJpP6Rlme1apvWMiT4fyrm9V1g3dRuWrS1w6WYnaRd8++Q9p7adlyiEhMpCVt+dT2ZaFr4tg0olE5RUlIi+EEKVmkbkZOWgoq7Cx5efuXjgmtwMIfg1EC8ulLjooNylmz1Va1cmMz2Lgrx8RllPlZuRUxRCZSFr7i0gLSUDv5ZBEstZURucpGXsylMOLjlOx5GtsXJvwkSXWWVSiIibEZeMWYeiUICrtygoWx55Ar/qw09uPsvyCSVnialrq2PX0ZKJq0cgVFIkMy2L988Sid95US55Isb07eNp2tKCCU4zZCYrlJSFNHKpj2MXaxw626Chq056SgYVKusRNXRFsSHDRSHehmPr4ljtu0ViV7Tr2AyXbnYYmRmQlPidO/EPObD4KO+eJrLm/gK+f0rGv3Ww1O96cRBlIdVn9/xDOHW1pVZTM5KTfvL02nOOrD7J9ePSzx/iCacQn4VcKyGnUM9Ql8i4QKrVr8q3bz/+kufBvwq/SJ0MsrL+77R6lePfj3Jipxx/e/yzxI6KihKqqsqkpWXKDdorK5SVhQiFwn9K7fN/HdraGqSm/vuIHUVFARoaf8+QZAAtLQ0EAgEpKalFQpKVIL8ARUVF8vPzefPoHSc2neHE+ni5gwSxrWjBkBVSD4ViiLNZnL3scPayo1LVCmRlZpP8OYXhTaaUOtDXN9Jl6dVwvrxLIqBDuGT56g1MJDawKrWM+Pr+G9eO32HvgsNMWjuC6g1M8WsdLGm1KAl9ZnXDx7czS8eJwkhb9HKirlVhhs7FJ+xbFCMls7ds2YhZe6eUKTBYQ0edlr2dGBrRDyUVIWnJ6Ty/87LE5i6AiJOzMGtoil+rIJmcIvHsu0t3O4maJSMtk4pV9Jnbd3GZBk/iKvDj606zaopI0WEuDiDu7oCuoQ6f33zh8qEb7Ik6QkF+ActvRvDlbRLT24eV2t4l2oaZmDU0Zf/iYzh72VKtvgnfPooeovcuPCJzbHoFeNJzalciCmvoi4M4KLrndE90K+mQn5fP/fOPObjsuBSJJxQqsu/7JiZ0iebNM/nqiOXHfTm++zqHtlzCrmV9/Bf04GKMaB0OHZqQmpLBod3X2bXxAqZmlVi0aSi7V57Gzr0R40tosBJjz+UZTOm1ktfPROoFK5e6TIrwxrvjQgCqmuqzesswDu+7ycqFxQduDx/vjomhNoGD1xK6eTgvP/xg5bKSbRpCoYCYU/7Yj11CbiFpq6AAl5eMY5BTCEmfRLP/IwK7YmhmQOBvzVcgGlwdvBRAe7dwfr/8+w12oYllNSaN/qWKUVCAw6f8GN59GYlvRcRoyw4W9B7qypDmIrKn9/g2dB3kgoa2GqEjNjAq2ItedScBYNagKlEnptKn7kRJVo4YAkUBq6+H8fDSUxaOlm1q0jPUYeXVUF4/ek8dqxrM6RHN1aPy1T1F0X5oS0Ys6MeWoF2c3XWZkQsHYOXemMdXn7Np1k6Zmm6A8SuG4dbDEb/WwTy9UXx2jVF1A0zMq+Dt1wVz61pkpmehrKrEqwdv2DR7F7eKtP78jgEhPeg6rj2zOkdw98xDACpVrYCdRzPcejhS16Y2P7+l8ue15xxZFUtacjphxwI4vDKWdVOLJwnFEGW/zOfz668cXhmLSzc7mrVuTHZmDm8ev+XkJtlWJLFda6LzTEn2mDyIs2kmrBqOvqEuOdm5fHj+kfP7rrB/8bFi7x9itd6hFcdZP11alSm27dgXkicVqujz7eN39Ax1SUz4xDi76cUSCEURengqtZvVZILTDBITPkkrT4pUtO9ffJRHl5/iNbEjA4J9Sh2Ii1HXuhaRcYGc23OZisb6IvIkRdq2UxRqmqqsuR/Fx1efCWgfViyZoK6tTrPWFoW/pbZkFtp/Y1af4sjKkyVa1TwndGBASA9Cui+QIhrkkSefXn3hydWnNPdxZG90jCRYuSQU3YYZHcIxrWeMnYcVrt3tMTIz4FviD27HP5Bqmgo64Ie5dS3GO84o00TH0Ig+dBrVhpcP3lKzcXVSkn7y9Lp88gTKVoFeNCzZsrUFBXkFCJUVWTpuPcfXxpX6rC3ehnEOARL7r6qGKk1bNsTZ0w7bDpYoChX5kPCRi/uvkZuVS++Z3QjuNr/ULL7eM7zw9u1MZk5WOalTjv9ZlBM75fjb458hdtTVVRAKFUlNzfiXb/BKSkKUlYVlVo/8L0FLS5309Mx/S9uAkpIQdXWVv2lIsgLa2prk5uaRmvrrAVtZqMSX11+Z2iaU5C8pooG+py2u3e3RraTNx0I//b6FR0j5lsrs/b5YONdnevs5ZZKye07owMDQnpzYcJqGjuaYmFfl28fv3Dp1nz0LDslIwuta1yL8eABXjtyUm/Ejhp6hLrYdLGk70I2aTaqTl5vPnzees33OPsmAqDjM2jWJJi0byVij1DR/ZejYtLckNzuX14/e8vHVF5y97Fg5eRMxq06Wus21LGswL3YmV4/eInr4KurZ1cHJ0xYnT1vUNVX5UKS5KyM1U2TvuhlBbnYefq2Cy1StuuBsEDUtqvHt4w8MTCuJgjiP3WFP1GG5wZviGcPVfsVnLBhWq4SdRzNa9HSivn1dMlIzUdVQYZLLLB5cLDlXRllVmRU3IygoAN+WQZJt0NLXxKadqG2mSYuGZKZl8uLua46uPoldRyscOlszvf0cuVkVv0M8g74uYAcfnn/ExcsW+0Jr3ftnicRtO4+mrgbN+7gyvJWs+kOMvQ/nMt5LVFW89MB4lk/byandolDQVt62DA/1ZtGcQ5w7+ZCRU9rRyMKE719/8vbNN1YVE7YshnG1CizfNxbPprMk922hUMDeW8H09lzMj+/ptGjTkHFT2rF26Sli9stvcgEIjvTh88svrAjcR4/RrbDr2ITRw0qeRQc4FOtL95AtJCaJSBwDXU32ze6PV72pkmU8B7vS3NOaMb1lA5IB9l+YzviRm3iVIH0uObrUZdT41vT2ks7fWblhCKcO3WbfVpFNop5FVWYv7EnPZrMAsG1ZnzEhXlSsrMfDGwlUr1uZkL7LJW1Yc/ZOIDsjm9k+i2S+S/UGVVl0ehbhA5dLWbIqmVRg2YUgrsTcYsHglbTq48y4ZYO5ePA6KyZuIvmr/JyPccuG0LK3E6E+UVKDQ9N6Vek+xQOXbvbk5uTxLfE7b5++59mNBBo4mmNuXYtJrrN48+S9/B1fBO0GtWDkooEEdpnH7bj7mDUypc1AN9oObEFGWiZHV59iW+heKeJ84poRuHjZ4dcqmGe35CtoxK1ILt3sce/fnPSUdBSVhWyZvYtDy0/ItZCIUaGKHstvzOPJ1aeEeC+U2E7FRLw42FfXQEfSBGjhWh8tfU0mOpfNriWuG5/pMZeUpJ/YdRSRJybmVeW2Ilm1acKs3ZPYHLRbSq1XHGo1rU7UuRB+fE6hQmVdSXtVcRlCAAvPh1DRWJ8JTjPlboPYXuXa3R4r98aoaqqSl5vHyc1nWTJmXak2uCZuDQk+4MfW0L3sihRlLSkpC7EozBBy6GyDupZaoVX3Oqe3nWPeqUCe33nF7K6Rpdp/QdQSWNnpb3b2AAAgAElEQVTMgAVDVtLIuR4u3e0xql6Jrx++cTvuAfuij/Dm8a/zsvcML3z8ujDDI5x7Z0tumjKuZUTP6Z6Spqnkryk8uf6cwytiiyUhxfXhCfdeM7vrPBnVpG4lbazbNcW1uwON3RqQlZaFolCApp4mvauP4vOb0sOhffw70zugG7M6R3An/kER8sQW2w7NJOTJhb1XObD0ONUbVCX82Ax2zttfpgp0dW111j6M4u3j9yTce42Tp22pYclhRwMwa2TCOPuAEtvmzBqZYtvBkkFzepGVkU1udi7Xjt3i4NLjxf7W9Q/2oeu49mTmZP8lk3x/FVRVVQpt/+WkTjnKhnJipxx/e/wjxM4/Y+MpDUpKiigrK5OWVny7xP8q/l3Ezt85JFlRURFtbU0yM7PIyBCdUwoKCqgIlbgT94Cw3ovk1phWrmGIXcdmtOztTM0mZuTl5KKspsz09nO4caL0Fihx49LsrpHciReFVGpX0MK2g6ii28K1vijU+OYLDi07jk4lHcYtH1KmMFIQSdajzoXw+MpTjq2Nw9nLDvtOVhQUFPDmyXtObT4rVSsrVBay9Eo46jrq+LaYXWLziEAgoJ59HYIP+KGupUZubh4fEz5xYb9saGRRuHSzY8r6UeyMOMD2ObJWINN6VXHoZIVbTyeq1qnMz+9p6FTU4uX9N0x0nlmqDFwgELD4Uih6RrpMdpvNx5efqVBZD5sOlrTs5Uw9u9r8/J7G46si6f6d+AcMixRlY4T8NpAtDuJsjNhNZ9Az1MG6TRNysnN59fAtx9adltSei1Ghih7Lrkfw+tE7ArvMK9ZmJ1QS0sjZHJdu9rQZ6EZOVg4/vqRwYkM8+xcfLXFQOiCkB57jOxDWK5orv9XaigO9Xb0d0K+sx6b5Rzmy5aL8bWvVkAkRPvRzDWfZwfE8v/eaeaM2St6vbl6FxbH+ZGXmsGXVGQaObsm4zouYvXYQW5bGER9T8nnfZ3QLrBxqM9FHuuVp45mprF4ax7n4x4z3a4+DSx3CZuzl3q3iq+5XbR3Osa0XObzpAlVrVCpzgPKOg+OZuekE156IZsmt65oQ0ted/tazJcvYt27IiCBP+rZfKHcd6w+OY+vGC5yKlQ6XNTTSYc2WYXT6rSZ+gm879LTVCJokmiXX0dNgy7GJdDH3B6CCoQ7r4qfx6NoLmrrWI2bLBczqGDGprYiAq2ZehUVxAYywm0FiguxMfqtejoxe0Jcp7nN4ce8NJuaVWXhqJmd3XWbx6HWSgVBtSzOGRvShkbM5uTl5FOTlk5Ody6c3X1k3fTu9A7wwrmmIX+tgXj+Sb2URCATUsjSjjlVNajWpjvsANxSFiqT+SOX8nius9ttaonpNXKMd4h3FtWPS6iElFSVcve3pNd0T/cp6PLr0lI0zd9A30Ju6hcRRaRYeEFtsBrE+YDvq2uo093GgSk0jviV+5/bp++xdGMPrR79UfyK7VigX918levjqEnM7DKtVwqGLNYPDeiNUViTl608eX37K4VUnS7S4TlwzAmdPW6l2LTG09DSxatsE1+72WLayIDszh+SkFEzrGrNw2EqOro0rdZsrmxmy5Go414/fJnLAMoTKQpn2qsSET1zYd5UDS46RnpLBilvzUBQqMsm15EBfMcYuGUzLPi4cXRuHQ2crKhlX4Mt7UbDv7qjDMhXtjl1t8N88VpLBUxyMa1fGvmMz2g1tRUVjfQryC7h56i4Hlhzj/rmS7ZVLC62wE51nSmVA6RnqYtOuCS7eDjR2qU9GaiYvH7whOzObRs71meoeUqamKeu2TZi5azJrp23j5KYzNG3ZSNQ01aEZCooKfHj+kXO7L0uIQ10DHVbfnc+Di0+Y0yO62MkXMRSFimx8thihUEheXh46FbX58vYr14/fkWstBOg32xuviR2Z3m6OXPUciMgTu45WuHrbU7NxddJ/ZpCRmsFsz/klNk2BiJha+yCKpzcTCPKaL9mGSiYVsW3fFFcfB+rb1RGpbW+/4vj6ODxGtqFyDUPGOwSQlFhy1hlAj6ld6DXdkzk9o1HTVMXZyw4r98bk5ebz7ukHkWVt9SmyM7MZPLc3HiPc/8+ROmpqKqirl5M65fjHUE7slONvDwUFUeV5aVBUFKCpqUZWVtltPGWBUKiIqqoyqanlxM7v0NRUIzMz+1+yuv2dQ5KVlZXQ1FQnNTWd7GwReaOoqIiKkhJ7o4pvKyqKymaGLLkSxutHb0n/mSlSXqRm8uzWSw6vOMHlw9J1sQKBgOgLIVQyqYBvy+BiBypKKko0cWuAczc72gxwIz0lg9ycPLaF7imxohtEtafTd0zgyKqTrPX/1Rol9tM7dbXB1ccBPUNdPr/+wo1T93DtZk/ii48EdJxbJluR2Ovu2zKI3Oxc7D1EhEz1RqZ8//iDO/EP2BP1y14kniWdP0i6+ao4OBcGc757lohJXWO5GTpFoa2vybIbEfz4nFxse5eKmjKWrSxw8bbHrkMzVDVUKCiAg0uPsW7qtlLPc5EFoQeLRq2WhB6LSS5nT1Htuba+pkTJdf/cY2b8MZHze68QPWK1THDz71DTVGXFrXlkpmWxaOQaGjevj1sPJ6rWqSKybJ2+z+4Fh6Vmn8Xh01PdQ0rMAqlQRY/Nz5fR1z6IlO/y7X4zVw8iLTWbvNw8GtvUYJB9oNT7I+d4U7VOZZ7efYOLR1MuHrvL+oij7LkbyoReK3mbUPJM8/wtQ7l/NYHN0dKqqMCV/fiWksnCiKNs2j0aXT11BnZbyvdvxdsS98b6EjhwDY9vvQJg38O5DB24mo+lhDev2TyUHZfus+ecaLbdy7kRPa0bMLrNLzLGpJYh0QcmSOXiFEXE6v48fpLI+lVnZN47fMqPMUM38Prlr33RtkNjvHvZMaTLkl/LXZnB8Nbz+PhWNLO9934Y/p3nM2vLKD68SqJuE1P6NPCV2K/GLuhDI8e6DG02FXnoNbUTXmPbsWb6DoaF9+LgsuNsmCHfbiEQKKBTSRuhkhA9Qx1a9HGmw+CWFBQUMKThRD6/kR1MysOSK2Fo6Wvh1yqImo2r031KJ2pb1iDh3iv2Ljwic52LSZ05PWUJyN9hblOLzqPb4tLdnuysHJ7dSGBL0G7uXyh5oN9jahd6B3jJEEdilURzbwcaN29ARlomCfff/D/2zjosqrVv2ydTNKIoCBgoYCso3WB3K3bHVredqIiECCpgYdc2t12o2N0de9sdiIIoXcL3x2IGkRnged8nfL6X6x+PgxnXzKyBmfu+1vU7L+6cfoD35A4cXH6UtT6FR+9+lqaOBqvuhfH5XTwBXcOo7WCJWxehUlokFtJxZ3ZcKsA58983hdoONUpkTInEIsYsG0KT3u58+5xImQp6ioTQ7oWHiFOShKjeoCphZ/yLZL/IGUKe3i6Y1atMdtZ31DVlTGkWwJ0StF9N2zQau5YNmeAxS2H6GZiUKwj2TZRXtJ9AS1eT0UsHqxxJ/lmmlsYsvjSHC3uvcj36Du5dHLFr3RBycnmXx6b5cbxKIhGz/PZ8crK/M9FrdpEjzBKphHqutZi1exKa2hpkZ2Xz6fVnrkTdZM+iQyrZcXI49NLf13LsjzOFbje3NsMpb7zKxMKYpC/JlDHU4+Hlx0zy8i/RGibyeggaWuqKtiyjqhWwb90Qj+7O1HawJDkhhSe3XnB41QkuH7zB0Hl9aTOsKVOaFj3yKJdtC2v8dk1kf2Q0phbGiqapN4/fcyoPav3jWqJMeT1W3w/j/oVHzOkRofI760f4ePP+nmRlZpPw8Stnd15i7+IjRfK4+szqSreJ7QsZUyKRiBq21XFoa4N7VycqmhkKnD+JqNTUKVWp8lRq7JTql1dJjB2ZTIKm5j86xlMyicUitLQ0SEoqfjP7f03/G2PnV4cka2pqoKGhngdJFl6furoMLS0NotedYuHwVcUeo1GT+szaNYkTm86xbNx6cnJykEiFmLlbV0dcOzkglUmEUZit57mw5yrhZwNIiP3G9NZzSFKRbPlRwYdnUMO2OhHDVmLRqBqe3i5CRffbOK5E3WRX+MECC9Nuk9rRz8+bJaPXcGzDmSKPbVS1Aj2mdaJJbzckMglfP33j3tm/2BVxiGcqxh00dTRYfnMemelZTGkWUGgBp1tWB7tW1nj1cMG6cX3Sk9PJJZeyhvqMcZ7BwyvFjxW1GtKEkREDWD1tCwcioxUml3s3J5zb2yGWiHn39AMnN5/n4IpjVKphQtjp2dw+dZ+QPkuKje9LZBKW3QhFpi7l/J6ruHd1pJxxWT69iePKwRvsjogq1OIxdvkwGvd0wbdDaJHxfRPziji1s6W/f3dQUyM3J4eL+6+zJ0J57blcRlUrsORKME9uviCga1gBPkSZ8nrCBqqHC1YedUhNTOPZnZcYVzdGpi5moufsYpkME9f8RouBjXn7LJYDf5zn0ObCm60/Ls0iPTUTfQMdfm82l88/tUytPOvLoa2XObAxP/FTwUSftaem0cFmdrF/t1tOT2XhjF3cOFfwd6Bxh4b0G9+CoX1X8efBcZCbS8fGoSqPIxaLiDo3nY51pik2JX9cmsXSJce5dKHo36+gkO68zkghdPtpAKZ4e1I9Vx2/wWsU95FIROx/NI82DoFKNzbjZ7VHS1+LQN/CqbPItYO4cOYR2zbln1/LmhUJCe9FN8/8EbjIbcM5f+AWO5YLwNMFO37n/sXHnN55hUXHZxD77gtvHr5jzoAVAGhoq7P+VjBHN51nvd9Opa8tNGoqNW2qcXjNSVZMUt5+9bMq1zQm4lwADy4+QktXE4uG1Vgx4Q+lG9n88yNm+e155ObARE+/AiZqpRomtBnelCa93NDQUufz+y/cP/+QLx8S6DqpHcElMHVA+BtdeWcB2ZnZbPLfgVsXRxza2pCTncObx+85selcoTrxEREDaDHQixmtg1UmGSA/HTcgoAfm1mbk5sLHl7FcOnC9UGvfj5K3awlV3QsKjdiYW5nh1N4Wj+7OmJgb8SXmKxo66sg0pAypO6HI8RS5+szqSvdJHfDrJIypGVYpn5fidKGmnQVJCSk8ufGcg8uPcj36DvVdaxMU5cOu8ANsCthV7PHlte8fnn/k26dEbJo1ICszmzeP3nN8o3JIfFCUD5YNqzHOzZeYF7FKjyuVSbDyrItLJ3vaDm9OSmIq37O+c2DZ0SJTnAAW1mbMPzVbAfSVS01NDUub6ji1s1WMV8V/SODOmQfYNLUi7sMXpjYLLLZsAMBny1hsmjVggvsssjKzBfC+twuWNtVJik/i0fVnRK3IT1017+/J6KVDmD8oskRNU7UdLAk9MYv3T2KoVMOYjLRM3jx8x/FN5zi+4YxS8P7y2/P4np3DRE8/pYBrdU1ZnnnigFN7W3QNdMjO/M65XZdZMX5DkecU8gDom8awdMxaxVpAJBJR095CUXtfwdSAuA9fuHX8Hqe2X2TWjgncPHa3RK1lAIsvB6Ojr01ovyXUc6mFp7cz5tZmfItL4uG1J0StOF5gZG1AYA86jW7F1OaBxY6rz9g2DvduTiQkJJaaOqUqVZ5KjZ1S/fIqztjR1FRHKpXk8XT++SmOUmNHtbS1NcjMzP6HzbRfHZKso6OFWCwmKSlZsRmVSqSo5eRyftcVnDvYoa6pzvvnQsvU/qXRhUCMnca0ZtCcXqyYsIFDq1XHzKs3qIpLJ3s6jWmNWCJGTU2NY3+c4c/QfUqvvsqloaVO5PUQUFNjStOAAvwDOTC0cS83atiYK6rUNXQ0qO9Wm1ntQ7l3rmh2AAhX0McsG8Im/x0cWnUS2xZWePVwwba5FRlpmTy/+6oA1NjU0piF54UFWZB3eLGjURpa6mx4shg1kQiRSA2ZhpT3zz5y+k/lzV0Aw8P60WZIU4J6RBQa1ZDL3NoMl472eHq7ULmmCekp6SR/TWWM83Q+vy1681Suoj6R10N5/ywG33YhihEnwyrlcWpnS+Nerlg2qs7Xz4kKUPTAOb2oWrsSkxvPLhFDpKdPJ3pN78yikav5nvW9UO354dUnClzFrutckzmHfDi5+TyRY9cX+TknlUlwbGvDlI2jEYlEZGdlK9pWVJ1TgKNZ24l9G8/hP87RZWQzUpLT2bv2LDGv46lhVQVbj1rUamhG/MevTO26kI+vC5/H3U/DGNdpMW+f55tIHQa40aKHAyM6LSl0/x8lkUnYe9WXXi5zSE5MK3Tb7puz2b7pEp17OvDmZRxjBxeGActV0VifFZuH06Wej+JnC3aO5ub9t2xcXzQoe9BQT2o6VGVouGCOrJnYjSfHHvLHgiMF7rf3YSgD2i4kIb7w5sl7kBuOXrUY+9sfhW4bNa45laoY4DMhH3QrFovYfWgCQZO3c+uKcJV96IQWmFc3YHofgePTZ1wLGjpZMKF1KOMW9sWjk8BHGmQznfgYwWSs0dCMeQcnEzp0JZcO5JsjEokIvx3jqOtgyfFN52gxwJOtc/fyZ8i+Is+FlWddAvZOImrVCUWyr2kfd0YuHEhqchrHNpxhV3hUgQSfTEPGqnsLSIxPZmqzgCJHBE0tjWnYpD4Dg3qiqa1OZkYWr/96y6mtFzi0+oTK1KFeOR2W355PzItYZraZq/idVmxKO9jh3tUxv0782F2MqhpQ16kWE71mlwgQL2zcB7No5GoeXnmKU1sbPLydMbcyU/zt71tyRGEQyRMlVw7dJGzQ8mLXIuWMy7L+0SIyUjPQ0tVUJISi157i9LYLSv/PyEWDaN7fg2kqNr0aWupYN66Ha2cHnNrZomegS2ZGJk9vvsCn5Zwi3wvIN6YeXnlCYPdwvmd/FxKHjpY4dbDDvYtgcH9+F8f1I7fZHXGIaZvHFMng+VlyYypi2AoMTMrh1cMFs3pV+PpZADD/eE5B+OwLPjyDHfP3s2XO7iKPXdZIH/eujgwJ6Y1UXUpyQgrP77/m6LrTnPnzosr3JPDANGrYVGes60w+vixogP8I9nVsa4NILCIlMRXDyuUJ6hGhtPHrZ5nVq0LEuQCi1wngfTmXyam9HW5dHChnpM/nd/FcjxbOaXxMAqvvh5GckMKUpkX/Dck1af1InNrZsifiEM4d7alWrzIJeVDrA5FHCyXZPL2dmbhmBOFDV3D6T+WjtwAGxmWxa9WQNsOaUaW2Kbk5uTy5+ZzoYs4pwPKb85DIJExwn1XA3NXU0aBR0wa4dnYQmvDEasQ8jyU9NQPLRtWZ4D5LJSdLrrHLhdr69Oys/y9NncTENDIzS02dUv3jKjV2SvXLS5Wxo6YG2tqaAKSkpPGv+mwXidTQ0dEiMbHoNqL/i/qfGDu/MiRZTU2AJOfk5JCUlP9+yyRSvsV+Y2qzQMVVVbN6VXDpYIdXTxeMqxvx+d0Xrh+5zc4FB+g7u1shPk5RatzLjXErhrFzwQESYr8KLVN2lkLL1KVH7FlYsGXK2NyIRReCeH7nlVB/XkSziaaOBvatGzHlj1FIpJK8NMcrjqw5yamtqje5g4J70fH3VoT0XVwIrCmWiKnnWkuo6O7iiKaOBt/ikjCuZsj+yGgix6wr9r0qU16PZTdDifuhvcusXhWc2wvmiXF1I0VF966wKGJexgrpJJvqTGkWwIt7qvkqcnWb2I5+/t7sX3qE2o41qGVvQdKXZP6+8oS9iw8X4jPUsKlOyDFfLh+4QdiQ5Spj5lq6mtg0t6JpH3dFdP3d0w/sWxJdiKHzsyZvGIVzeztmtAku8J7Ka8/dujji1tkRLV0NYl5+4t3TDzi0tmHd9K3sWVQ0fBiE343FlwSgcpB3BKaWxvltaOZGxH1I4Naxu+wIO0DM81hEIhHrHy/EwMSAMc2Cef3oA+qaMrqMaoZXFwe09TT59O4LEqkYkUTEqCZzlT5uA2dLfNcNo1vDWQV+PmvlQBISUljsXzT3ybN1AwaNb05/L+VJnJGz2tPK2xGRSA2RSI12HsFkZCj//GjQqCo+/p3pY58/KjbctyOV6lVi2qRtSv+PXI5OFozxaUPLaasBOBY6jEVjt3DjbEEA9vY7QUwZuoGXTwsnFBq3bkDv4Z4M7LWi0G31GlQmaL43XduEk52d/3vy2+im1K5twvj+QjLIpXFtfpvYkv4uAQA0cq/JhNAe9K43GcNK5Vh9OQB1TRkxrz4zsGG+geXR2Y7xiwcwd9Byrhy6jX2LBkxcMYRPb+KY3VkYEWrYpD7TNv6OmkiNt4/eE/chgZSvKby494botSfJzs4RYMrLhrBq8iaiVhQcjVPXlNGkjzvtRzSncu1KJMYnEfvqE39dfEyT3m68ffyBGW3mFtk6JFe3Se3o69edgC4LSElMw6mdDW5dnahQyYC491+4eugm2+buVST/jKpWYOm1udw795DgnkUzSuR14qMWDxbGfb+m8Oja0yJhwfLn1M+vO0E9Irh6qOBYp5aeFrYtrHDv6ohdC2uys3OIexeHWb2q7FtymOXjNxT7mjW01Fl5L4xvnxOZ1jyQzPQs6rnWwqWTPa6d7NHW1yb21Wcu7b+mGFvx2TIG2+bWTPT0K9T6p0zN+nkyZtkQjm04QwP32phYGBfZsGdsbsTSK3O5fPAG4UNWqPwMq1C5YEIoKyOLZ7dfsmfhoUJjxT/rt/D+tBzUuJAxpaWnhW3zBrh1ccKulTU533N4++g9T2+/pEV/L9ZO38q+JYeLfc1lyuux8u4Cntx4TnDPhdRysMSlkz0uHe3R0dcWEpdRN9iz8JAicTn/lB8m1Ssy1mUGce+LN6bGrRxGk15ufHz1WeAyxX7l3tm/2Lv4iNIUaw2b6sw76ceehYdUjm4r2DTdnannKvCtZOpSQvouLtJ0kWvmn+Ox8qwrVKA/E5rX5FBrt86O2LW0Jicnh3dPYji97QKZ6Zn8Ftaf0H5LuLD3WrHHNzY3YunVEM5sv8iF3Vdw7iicU92y2sS+iePqTyNrIpGIFbfnk5OTwwQPv2JHt82tzPDfP4WyhmVQU1Pjy8fCoHC51NTUGL9qOB7dnVHXUgdyyczMIjMz65+e1v93q9TUKdU/Q6XGTql+eSkzdkQigaeTlZVNWlrxdZ3/u8dXQ09Pi2/fSo2dn6WlpUF2djaZxTRfyKWhIUNd/VeFJIvQ09MhIyNTUW2vpqaGTCzh8bXngoGiItJdrqI+ju1sadLbjVr2FmRmZPPy7ivWTt9aZOQfYMjcXrQf1Yp5/QsusjS0hZYpT+/8lqlXf73l78tPaD+iBdHrT7Fy4sZirwyXKa9H5I0QEj5+xbddCJVrmeLWRTBktMtoE/MilnO7Lheo1A06OI3ajjWY1iKo2CtnICzY2wxrRuyrTxhXNyI+JoGbx++xK+wg75/GFLq/hbUZoSf8uHH0DvMHRCodjSpXUV8Biq7vXpvvWd+RakgJ6btE5RXtHzVu1TA8u7vg13GeoulLQ0udhk3r49ndGYc2NuR8z+HNQ6GePiUxlUlrRrI1eA9/hhTfCmJYuTxLr83l+Z1XbAvZi3N7O9y6OqJbTofYV5+5sOdqgREDkUhE2Fl/KpoZMsnLT7EAV6UqtUyZuWM8pubGIFITwK4n77MrvCBD50fVd69N4IFpKmvl9Q3LKDZl9Vxr57WKqSORSji77wbzflOdgll6eibn9t9iZ6TyZrNJS/sj01IneFTBEZ+1p6exZcVpTh4oGjzts8Cb71nfmT95u8r79BzZmH5jmwOw588rrFiovKGsWesG9OznwlCvfBPK1qMW48N70b1j4eaoH6WlLWNP1EScRi9GJBJxcdHvdGswnfTUgibFpit+hM3er0jY/KgGNmb4hHTFu+NipY+xcsMQbt18ycol+dBb08rlWLFuMD2azictNRODCrqsPzCWjrUFgLKOniZbr/vTqcrvZGfn4LN6KI6trFDXkPH+eSyDbWcojuXV1YGpq4cSH/sVLS111vlu50BkdIFROJFYhF1La2o7WFKhsgE6+tpUrVMJA2N9Xt5/i1m9yszts4jLB4rerOvoa1Pb0RKb5la0HtoUqUxKYnwiV6Jusm76NpVjS5APeZ3Zdi73zxc0WQ2My+LQ1oZmfd2pYWvB53fx3Dp+l8a93Dix6RyRY4s3jyUSMZE3QpHIJPi0DKJqnUoCJL6dLTINGe+fx3Bux2X2R0YrUhFD5/Wl7fBmzGgTzIMLRbfZiUQiukxoSz+/7iTGJyl4N/LkhTLAvF45HVbeXcCrv94xq0OoUvC+qaWxwLvpLoytfP+eg7qmjLl9Fpfos6/T2NYMDOpZYKytTHk97Fpa49HdGevG9chIzeDl/Tcc3XCG13+9Zd6JWYrvlOIk05Cx8u58Ur6lsSVwF07tbXFqb4dMXULMi09KK9onrh2BS0d7Jnr68fK+6sSUmpoaNe3MGTqvLzXtLFBTg7j3wijQrogopd8nIHweR94I5ebxu8zrt7TQ96KJecW88SpnLBtV51t8EhpaMmQaMnpXHVEArKxKAwJ70GlMa6a3Duavi4/QM9AVqr+7OdGoSX0y0vJq7/PGq2o71yDooA9bfmj8Kkpaelqs/SuCt4/f8+FZLM4dbFHXUufjS6ERTNnIWsD+qdSwNWfsD/Xhys5pDVtzHNva0Me3K2nJ6XzP/s65XVfYs7AgKPxnValtyqKLc5T+bhhXNxJGgL1dqGFrTlJ8Ek9uvsSioRkJsd+Y5OVXorTRmGVD8fR2ZoL7LOJjErBtYY17F0fFGODbR+85te0C0etOM27lMBzb2ZL5PZPcXIF5KJNJkMmkiMUSsrOz8oye7H8Lh/GfpVJTp1T/LJUaO6X65fWzsSNPfKSlZZTYUPjfPr6eng7fvhXPO/m/Jk1NdXJycshQsjj9Wb8yJFkqlaCrq01KShoZGcIGTiwWoS6RcXjNCVZN2lTsc9Y3LEPk9RC+xCSwY/6BvGaMRmRnfVfZiDTn0HRq2VsUa6DIAbwT1/yGUdUK5HzPJeZlLOd3XWH3wkMqr4hZNKpO6DFfbh67w7z+hQ2USjVMcO5gS+Oebr7jI8wAACAASURBVFSuZUpC7Fd09LXJysxmRKPJJbqCOXb5MBr3cmV2p3ncPvUA/Qp62LduRONertRzrU3Kt1QeX3/GvqVHuHX8Xl7z1Sh2zN/P5sDimQ/lKxmw7HoIbx6+59ObOJza20IuvHn0juM/NXfJFXbGn0qWxkxu4q9yNEpNTU1RT999UnvSktLJzc3lwLJodkccKnJDWsepBnMOTef0nxdY+vu6Au+piXlFobmrlxtm9SqT8PErDy78TX2PuiTFJTO1eWCRx5bLZ8sY7Fs1wqdlEB+ex2LfuiFe3i5YedYlNTmd57dfErXqOBfzzED52NzaaVvYHxld7PGr1qnMkivBvH8ag4lFRWb3ieTeRdX8mT0vFzOh3QJeP1a+sVp3xZ8ti49z8qcK8l13gxjfewVvnhcNTl57eDw7Vp7h2G7VRsKqIxOoXN2QfevP4dzKij4qTJp+Qz2wqmfKlB757VoSiYi9f4fSuV04qalFJ0n2HZ1E7+AtSCRiNkzypnu96YXus/rUNLZvuMgxJYaVSeVyLN06nI4tw5Qe38HZgmm+HfDusKjAd9i8Rb1ITkglaLJwZX/nmanM+W099/LMo02XZrHCZxsXom5jaV2V0L0TeXz9GQ0b1yMxPok75x8j05BiXr8yFUzLkZaSzv3zD/FtN6/En6Oz90zCsa0NX2O/Mt5tVqHKYmUqX8mA5TdDuXXiPhFDV2DbwooOo1tR26EGH19+4uSWc+xddLhAsnDU4kE06+vBlGbFQ171DHQZHtYP965OiERqfHz1iQt7rhbJu9HU0WDlnQV8zUvFpCYVHO+rVr8Kzu2FNjhTy4p8iflKTm4OFasaMtJ2Ks/vvir2dXv1dGX8quEsG7ue6HWnqFDJAIc2jRStQMkJKTy5+YKoFce4evhWnvkQwp1TD5jbZ3GxsHQQxlm0y2jx6Poz7Fs2JCdHSLOoGlcbEOBNp7Ft8G0fopL1JZaIqetcE5dO9rQb0YKsjCxEYhEHIqOV8sN+lJaeFqvvhRHzIpYZbYILjNua1a2MYzsBwFy5likJeckLA5NymNWtwni3mcUa2pDPUAvtv5SHl58oYMH1XGuTmpjKi7uvObzmhAK+XbmmCQsvzuH8rsssGrG62O9qbT0tNr2MJD05HU0dTVCDD88+FoJa/6gREQNoMcCLKU39lULoC9Ted3akYjVD0lPSiX0Tx4zWwUW2SIJg+K26H87j688I6BqmSKJVqWWKY1sbPLo7U61+Fb5++sbfl5+wf2k0fWZ1pVJNE8Y6lyxt1GlsawYG9mTBoEg0dTRw7+ZMA486pKdk8OqBYPL9uEap3qAq4Wf9ObD8KOumF5101NBSx66lNVM2jkYsFpGVkU3Mi1jO77nC/qXRKuHVE9aMwKWDHePdfAt9V4tEImo5WAhcqm7OGFc3IiUplbQM5Rdz1dTUkEoFk0cmk5KTk5/myc7+ddM8mpoaaGlplJo6pfqnqNTYKdV/hSQS4d//SeLjnyF9fR2+fi01dn5WSYydXx2SrKGhjqamBklJyfnV3hIxUpGEnOwclo3fUOx4TU07C+ZGz+Da4VssGLRcYaDI+QRuXRxx7+qETjltPr78xMW9V3Hv7gy5MLVZQIkWZRPWjMC9qzDe9fldPM7t7Wjcy5UqtSvx5WMCt07cZ1fYAd4+FlpVPL2dmbD6N7bP28+WoKLZBAAW1tUIPx/A19hvlDMuK1Sp33jG/sijSmt6RSIR80/5YWppzBQVBopMQ4Z143q4d3XEub0dOmW1yc7K5krULYJ7RBQL3ZYbKGd3XmbxyNXkfM9RXH106WiHp7cLZSvq8+lNHJcPXCdq1QlComeQkZrJ1GYBJboKO3XjaBzb2jBvwFKMqlagSS83qluZ8fXzN+6f+7sQKFo+NveH33Z2R0QVeWwdfW1aDWlC31ndkMokpCSmFuISKTuvCy8EYmBajkleswvBSKUyCfXd6+De1RGXjvbINKSkp2ZQrmJZgnpGcLYEDTPyZE/0utOYWBhR17kW3jUnqtwQOTRvwIQlA+hRb6rS2yUSEbuehjPYay7xscI519LV4PfAzri3tuLBzVeETtnJlzjVlcl7rvoyputS3r9U3bi084YfOrqa9LCbzYZz0xnaazmxSlqufOd2JSU2kUU+BUcftt0KxHf6Th7+VTQHaeveMQRuO4G6RMKkTm4MdAwodJ+wXaO5dvkF29aeK3SbVCZh38XpdGq5gPR05RuKiOX9+PolBf8Z+X+b1cwNWbyiPwPaLyIhLplpwV3QlIrxHyokqaYt7ktuVhYhw4RxrVWX/Dmz/RIHVpxgXrQPpuZGHNt8jgfnH3J+1xXKVy6P/+5J6Bvqsfj3dVzYc7XI1+27fRxWnnXxaTmHloO8aNbPk6iVxwoAa39WUZtqA+OyNO7lSrP+nphaGBMf84W7Z/6ibEV9attblnisqMVAL35fPIilo9dy68R9XDrZ07SPO9UbVCXh0zcF70Y+2liuoj7Lbs7j+Z1XzO48X2kq5kfpV9Bjxe35qGsL6bX0lHRe3HvDkTUnVDY2dRjVkiEhvVWOs8g/+9y6CLwb7TJa5ObmkvDxG0PqTyAtqeiWTYlMworb8/me9Z1JXrNJSkhWpFmc2tvi3tWJCpXLE/c+npvH7rIrIopuE9rRuJdbicwyAIe2NszYOo4tQbvISMvEq4cLFo2qkxiXyMNrTzmw9GiBUWJ9wzKsuC2HQ4cVCaHXLaeDbQtrJq8fhVgiIjUxjZcP3nB841mlsGC55GNw/l3DCn3vSGVC8YBLR3tcOtmjqa1BwudvmFSvSNTK4ywaUXyhgUQmYc39cJISUpjS1J+05HQsGlZTAJhNzCsSH5PAndMP2LPwEK8evGHCmhG4drRngqdfifhMrp0dmLpxNFErjmFpU11or/qaytNbLzi8uvAYYLmK+qy8s4A7px8wt/dilWuN/JE14bM/Mz2T2DdxHF1/ukAjmDL19OlET5/OzGw7twBfTz5W7dLRDpeODuiV1+XTmzieXH+GaxdHdszbVyLotkxDxpq/wol79wWflkEYm1fEsW0jPLs7U7l2Jb7GfuPBxYfsXxqt+Dudtmk0ti2sGesyU2USCwTTbMa2cdi0sCYto2RrSBDWcTKZFKlUKphNWdkKo+dX4fKUmjql+mer1Ngp1X+FJBKB5yISlTzx8c9UqbGjXBoaMgCVAOT/SQX9vxuSLJFISExMViympFIJ4lwRkWPXYW5lhkc3Z4Uhc27nZfYsOlwgIdO8vye/Lx3MlqDdbA8tGkZqamlM+xEtaDW0CRKphISPX7lx7G4BQ+ZniUQiIs4HYFi1AlOa+Be6n56BrmJkqYFHHVITU0lNTMPU0pjA7mElqg6v716bwP1TObVNSKCIpWJFy5RLB3vURGq8e/KBE5vOcWj1CWQaMpbfDCUtOZ2pzUqWQJm+dSx2LRtyZO0pnDvYUt6kHJ/exnH5gPKWqaZ9PRgTOYSNs7ezK1y1gWJUtQKO7WzoMLIlBqblyM3N5eaxu2wP3Vdkvbf8vFaoXJ5JXrP58Dz/SrKWnhZ2La3x7O6MTXMrMtMFqHHytxTsmlszt09h7pDq8zqNYxvPsHryJuq61MKtiyOunR3Q0FYn5kUsZ3dcYt+SI6Qlp6Olp8WKW/NI/prC1OaBJWpFW3B6NuZWZsS9/4KJeUWhweQHhs7PkldKr8lL9hxJ38aBtadZ5au8SQkgYNvvJMQls3DCFqW3N+1mT9+p7envNgcQFuKhW36jWq2KxMV8I/lbKmUq6DG6+zLSlKRlLOqYMH/DEDo38it0m1y6+lrsuDqLr/HJ9LSbzYrjk9m38zqH9hWutl+xeTjHtlxi/4aCDKnVp33YsvUyx6Pvq3wcgGVrB3HwzhM0ZBIaVzVlQqfCI1U+S/uRmpVDhAp20PoDY9m6+SJHD91TenvVauWJXD2Iji0XFGDthET05PO7BCICDlCvUVVmR/Sku5UwZuXRriGDprShn7VQad68lwt9Jrelb41xqGupM+/INLT0NBlSf6LieCKxiPYjmtPfvzvJCSkcXnOSHQsOFkp6zD85C1OLiox381WkCxq412HcyuHoG+px5/QDdsw/wKOrTxX/x6JRdRac9OPQ6hOsnlJ0y5a+YRnsWlozYfVviMTCRv/Ds4/cPnWfMzsuq2zZ6zWjMz2mdSLIO4Jrhwu+19pltISxja6O2Law5nvWdz6/i6dKbVPO77lKSBGbZMX5EYlYdCmIMuX1GO/my7e4JOq71cK5oz2unRzQLqPFx1efuLj3mmIUZkCAN53HtmFWx3klYqjVd61N8JHpXD54A7O6lTG1NFHwbvYuOlSIFyavTI97/wWflnNUjgAbmAgMIY/uzlh51CEtOZ0Pzz+yJWh3sZ9PTfu4MXb5MBaNWM2JzfnmpKaOBg2b1Me9qyMObWwAeP8shquHb9NxVEuuHbnN/AEla0RaenUuOvraTPT0o2J1I1w6CmmWskZl+PQ2DxYcHsWnt4KZOyDAm87j2jKjTXCh0Tylr6GvO2OXDSP2zWdMqhsVSLMoq72Xn9fY15+Z0TpYKdxfv4Ieti2t8egmjKyJxCLEYhGbAnayLXhvsa9b+HwdWqAtS6Yhw9orv71KpiFTpM4uH7hOyDFfrhy8SdiQ5SVa90ReC0FDR4NFI1bRqKlg9MgbwW6felBovEqe4vJpGVSA66ZMFc0M8Z7Wkaa93RFLRCR9SRZSZ6uOc1VFW52mjgarH4Tz4elHZrSdW8hI1S2rg02eIWXb3Irv2cL6Ts9AlyH1xvP673cqn49YIsZ35wQaeNQhI7v4ZLgqqampKZI8UqmE799zyMqSp3n+M4ZKqalTqn+FSo2dUv3yEonU0NfXJDv7O6lFQGL/lSo1dpSrKGPnV4ck6+pqA7kkJaUowNsyiYS0b+lMbuJfIClhammMSwchIVO5ViW+xCRw88Q91ETg5e1aIhYFgG0La3y3jyd63Wm2zd2DXSt5RXVdUhOFkaUfEzJlyuux9NpcEuOS8Gk1h8R41YkHAKm6lGU3QqhQqbyQbhGr8e7xB45vPMvhNSeVtsy0HtqUEeH9WeuzlX1Ljyg5Klg2qo5zRwHAa2phTEZaBlKZlH4Wo4l9XXSNtkQiZuHFIMoalWFS4/zzWqFyeZzymrssG1XnW1wiDy48ZHfEIZw72tFpdGvm9l5ULJAThPYe/31TOLbhDA8uPMSjuzN2LRuSmZ7Jy/tvhDG4H0DROvraLLsZStKXFKa1KNpAEYlF1HOpxdzoGYglYrIysvjwvDCX6GfJDb91Ks5r1TqVcGpvi1cPVyrVMCbpSwr6FfR4cusFEz39ik0Z/Jjsmejpx8eXnwoxdFK+pfLk5nMOREZzPfoO/WZ3p+vEdsztJZzXOs41CT3my7gWIbxSwe0B2Pr3fCLGb+bGKeWjHYHbRvHxXQKRswQ2UddhnnQe5M7rx+958fcHVs/ew8pzvrx9FU/guK2K89q4rRXVaxmjqSmjomlZpg9co/T4AM072zJ+bleunXmI36C1jPLvRAVzQ3wnFB4R2HN8MjP6ruTJ3YJX14M3j+DRy0+sXXWmyHM7bWZ7sspIUJdJyHwcXyj5AzBwShtq2FZj6rDCzVcA4/06oFNOC//pqtNyG3eM5M/Nlzj8wziXV9M6DB3RmD4twwHYemwSG+ZFcWLXdXT1tdh8xQ/vmhNJS05HXUvG9kdhTG4+hyc3X6Kupc7C07NIS0lnvHtBiLWGljpN+7rTYWQLjKpW4Pm910QMW8n7Jx+IvBGCRCphosesQik3NTU1rDzr0mZYMxxaNyQ7+zuf3sTx6sEbXDs7smXOLrYFF8+kkhsoega6TPKaTflKBjRsXA+bZg2waFgNNTU1Pr//wrmdl9k2dy+Z6ZmMXT4Mrx4u+LSaw8MrRW9IRSIRbUc0Z0hIb759SqSccdm8JOM9dsw/oDQRIK9Mz0rPYnIT/wLNPXJVqmEi8G68nanWoCrZWdloamuwcMQqDq9S3XYol1M7W3y2jGXdjG0KALCega4wXpRnHihGYdaf4taJ+yy7OY9nt17g36VwZboyhRybSdU6lVk+bj2Nmlrh3NFOAGu/iOX87sKjMEJjY0+CexX9+aqmpoZFw2p0GN0S965OiCVi4t9/4dbJ++xZGKWS9SVUdc/ne7aQNvp5DEde0e7p7SIA7RNSyMrIoqKZIaPsp5UobWTbwppZOyeyfuY29i4+jJaeFjbNGuDe1SkfFvz4A6e2XeDw6pNoaMlYeS+MF3dfM7vTvBKd1+DD06luZcbZHZdw7ZSfZrl2+Ba7Fx4q1FrZ9rfmDJ/ft9jzWqV2JRzbNqL9iBboGuiSm5vL9SO3CzWC/SyRSMTyW/MAmOAxq0AFelkjfexbCbwfK4+6pKWk8+rBWzLTMqnnWpvJTf1LdF6tveoRsH8q62du48iak1h51VW0rEllEmJeCobUviVHSP6agpaeFmsehPPqwRtmdZhXZIpL/hqWXJuLYeXyJH9NxrByeZWGlEQqwW/PJOq61PxfmTrKJJVKkEoFo0ckUisAYP53XFQsNXVK9a9SqbFTql9eamqgqSn5t/B0VKlMGW0SE1N/mfjmryJ1dSkikagQwPpXhiSLRCLKlNEhMzOLlBQhDq+mBjKxlJf33+DbLrTIFocy5fVwaNOIcSuHI86rPn1w4RH7Fh/m1knVSYAu49syIMCbZePWc2TtqQK3SdWlhRIyn9/FU7mmCRf3XSe07+JiF6ISmUS4kqetzuQm/nx6E4dlo+q4dLLHy9sFA9NyfHrzuUBCZkTEAFoNakygdzjXo4uG2wLYtbTGd8dELuy9iol5xUKGzOPrBSt4BXBzKF9iEpjeao7KOXstXU1sW1jh6e2CUwc70pPT+fLxK1uCdhfZ3AX5PIZVUzZxcHk+TFckFlHXOa9lqoujcOX95SdunbxHs74e3D//kDk9FxZroMiNKX3DMkzymo1MQyoYMj1dqVzTVDEGtzsiH2o8cE5POo1pXQBeWpRcOtoxbdMY3j2JoXItU1ITU3ly8wUHVxxTepVUS0+L5bfmkVJEskeqLqVh43q45Y3BaZfRIud7Dsf+OMPSMevIzsxm+4fVZKRnMfAH8O7PMq5WgZXnZ9O11iSyVLRQbbk7l4XTdnD9zCM0tdXZdMmXBSPX8VuwN2sC9nIh6ja6ZbVYdyWAA1uvEL3rBhOCOmNmaURWRha6ZbXZvOQEu5WMNck1Y0lvXJvXZ1vkCTaGRWPtYsnUxX3o3qogx0ZdXcK+k9PoWHtKgSQMwG+zOmJSxxSfyX+qfByA9p1saN3dFqlYxN6I4xzdUXiEqXk3e7qNasrgjspr3L1a1af/qCb0816m9HaAwb95Ud+6ChNGbaRmLROMKpYhJycH38Au9GsdQWzMV7r0daZjD3v6uwQCsOzIJE5tv8zOJUcBGLeoHxVNyzK1VQgAegY6LLsyh9un7rNg8HKlj2tqaUy3iW1p3NOV71nZvP77HT4t5xTi0Pws+Ua/98wu2DS3QiQS8S0ukRvH7rIlcJdKjkhJDBRTi4rYtrCm1ZAmmFpUJDMjC71yugyuM04lJ+tHuXZ2YMqG3xUb/TLl9bBrZU3jnm408KhDytcUHl19yv7IaG6dvI+OvjYr7y4oVJlelIIOTqOWgyX3zv6NTXMrsrOyefPwPcc3nuXY+tOFrvwrKtN/SsX8KHkbnmtnB5r180AsFqEmErE/MppdYQcVbWCqtORKMLrldJng7lsg9Vi1TqU8Q8qFKnUqKXg36akZNOnlxqwOJUsb1XGqQfCRGexdfIQDkdHYt7LGo7sLDdwF+PqL+685suakYmRNpiFj9YNwvsZ+ZWrzIJVpI7nUNWVEnAvExMKI7KwcJDIxH55/5PyuK+yPPKr0u9i9qyOT1o9i6ei1HNtwptDt8nFdgc0ijFdlZmShoaXO4HrjeVNEQkSusDP+GFWtwFiXmYoa94pmhgqGUk07C5Lik3h8/TlRK49RtU4l+vl74995PjePK0/p/ajqDaoSdsafI2tP8vj68wKps7ePCzOUJBIxK++FkZ6czqTGs4uEEkukEuq51mLWzolo6mrwPes7sW8+c/XQLXZHRCnaq36W3CxbOXkjh1YWhuSb1a2s4P1UqVOJxC9JlDHQ492TD4xoNKXIhjq5gqJ8MLeqyhinGXx+F0+5ivrYtWooGFLudRSG1PGNZ/Hs4UJNBwsy/8mmzs8SiUQKALNEIuX792wFgPn793++6VJq6pTqX6lSY6dU/xWSM3b+U9LT0yY5OfXfwnz5b5IyY+cfHZn7T0OSRSIR6hIpZ7ZfUnBcipKWnhbLroeQlZmNb7sQqtSphEc3J5za26KGGm8evePohjMFFvqT1o/EtZNDgYamotRvdje6TewgNK2U1yU2jyGzKzxK6UK/fCUDll4J5t3TGGa1D1W6QZMnZJr0FhIyOTk5yDRkhPZbwsktRZsnkG9MLflhMS03ZISEjDWZ6Vm8vP+Gw2tO8vbhO0KPzxJaSpSAm3+WRCZh6dW5aGprsGz8emyaCfW32mW0FFeefx6DGx7WjzZDmpbImKpUw4SBgT2wb90QkUTMlxjhav6usIMqx+D0yukQeSOUr58S8WkZVMiYkm8evXrkQY2T0iE3l7JG+oyym1rkKJhc8mTPmmlbOBAZjVRdipVnXQVDRywR8/5pDCe3nidqxXEMjMuy+PIcHl17RkC3sBIle8LP+mNYtQLH/ziDW1dHjKpU4HNMPAYVy7E59CC7IpW3SwGMCeuDUdXyzOwZqfT2soZ6/HE9kG4NZ5GRlkm34V608rZnoO0M9r9dyhAXf+JihA2npVUV/DeNRFtPgxd/vWdqlwhEYjGbbs5hqf8+zh66q/J5rD85hYqVyhH42wYuHXuASCRi39/BeLcJJzkpf5NjZm5I2PL+ivGlH+XRtiH9p7ejr7fy1yKXaeWyrFw/FJGaiMEeQcQp4fhY1q9E8OYRdPEIUXoMIxN9Vu0aRbtm81U+Tq06JoRG9CIr+ztqQPK3VGQaUsobluHFk4/Mm7mHd6/j2RI9gT/mH+LItiv0+L0p7q0aMMJd4P5UrWXCoqM+9DD7XbHZM7WoyJIL/uxeeIjNKvhaxtUMWXwpCIlUQmpiKtPbzC0RP0Tg3QwmfNgKLh+4gX0ra1oOaoyVZ12+fk7kzqn77AzLr9P+Rw0UkUjEukcL0dBSR0Nbg+ysbJ7efMGBZUdVpiA6jm7F4ODeLBi8jLM7CjNxZBoyGjaph0c3Zxzb2SCVSRFJRGSkZNCn2shiDS0QRh6Nqxsx3s2XT2/iFGBX5472uHd1pJyRPp/fxXPtiDBe5OHtpLIyXZnkG/1T2y7w7vEHgXfTsBrfPify1+XH7F9ScLxIzuDJzsxmcmPlZplcumV1sG1pzdSNv0MupKdk8PzuK05sPMvxjWdVjqIIG/0JbJy9o9A4rEQqob57bYF309Ee7TJaxL2Pp0Ll8jy/+4rJjf2L/WwCmL13MnUcazLOdSYfnn+kWv0qOLa1xaO7E5VrCkD/uz/Uict5S/MHRpZozNioagVW3J7P3TN/oaGtLgCYk9J4cVcwpJSxzpZenYuWnhYT3H1Vcto0tNSxblwP184ONO/vSWpiGmkp6RyIjFZpSMlVy8GSkKMz2R1+sAC/RiQSUdPOHMd2Nrh3c6ZCJQPiP3zh9sn72LVqyOe38UxrHlgiE3LCGqGFbLybL5npmYqRvZq25iR9SVYYUvLvTecOdvhsHlPg+70omVpUZPmt+cS+/oxhlfIKQ+r0nxc5vPqkUt5P6DFfKtUwYYzzDIVZ9qPkhpR7dyfaDW9OanIaqeklZ+r8s/QjgBnU8pI8QqLnf6tSU6dU/2qVGjul+q+QWCykKv5T0tPTIjk5/b+qPvHfIeEKh4jU1IxfHpKsri5DW1uTpKQUxWiYRCJGU124ovXi/muOrT/N0Q1nVL7PVWqbEn4mgIdXnxLkHV5gRl9+ldC1kz2e3i7oG5Xh05s4dPS1EEvExQIC5ZJzBhYMEhauhlXK49TOlsa93bCwrsbXz9+4d/YvdodH8ezOK+o61yQoyodzefDS4owpeVtMZnoWbx69x7a5FZlpmTy/pxrqO371b3h0cyrSmJKPLLl2dqDTmNakJqYhlorZGrybvYsOF3mF0cCkLEuvhgibv7ZzC2y0fm7ukidkTC0rYlanMlOaBRRiVChT+5EtGBrah2Xj1nNx33XsWzXEq6crVp51SE1MK5SQqVLblPCzgdw9+xchvRcVm5jS0FLnj2dLADXEEjESqWDInNp2gYPLjyld6A4I7EHnsW0I7qU62WNubYZzBwEUXaWWKRmpGWSkZzHSZkqxTSuaOhosvzWP9OQMpjQLUIzyGZiUw3/fZKrVq8oA2+l8+ag6FbDh1ly2LDjEiZ3Kwbv9p7XD2qM24zsvQU1Njc2XfdkQtJeYV5+Y9cdIuteZUuj/iEQixd9YeRN9/rgeyNXTjwgYqbpqefvVWejpa9HPNYjPHwSjaMs1P+bO2svdW68U93PxrMVvo5sxwDWw0DH0y+uw8ZIfrZuGUNwyJurEFHJyculSe5rS2yUyCfv+DqGtQ6DKv7mdp6eyODyas6cK8z5EIjXGT22Nh1cddi46wrbw/HG97mNb0HtyO3Jycjh1+B5vXnymS18n+jkFUM5Qj/VnZzDYwZfPedD1+Qcn8eHpR8KHr1Yco5a9OSGHpvFn6D62hRRkf1l71cVv50SB/TRlMwMCvGk/sgU3jt0lbPBylcm6bpPa0XdWd+b0LGxWaOpo4NCmEU16u2HduD7pKem8f/oRi4bVuHn8LoHdwos1dzW01Fl5ZwHJ31KZ2iyA1KQ0GrjXwdPbGZdODkjVJXx88YmL+65xcMUxvn76xpC5vWg/siV+nedzu4jEpFxV6lRi6ZW5/HXxEUZmhhhWKU/8hy/cPHaXneEHC3GpUv+pfgAAIABJREFURCIRy26GIlWXKh1Vk+vH8aJ6rrVITUzj89s4Vk3ZrBQ+/6Pqu9cm6KAPu8IOFNjoa+lq0ihvvMi+VUPFeNGZnZfoNLp1sQyeHzV142jsWzVkchN/tPQ0hfamLo7oG5bh89s4Ic3xw3iRRzdnJq4boWj8Kk71XGsRfHgGSQnJ6BuW4dvnRP6+9Fgl7wZg/kk/TCwqMs5lJp9/GmsCAcBsn5fmaNSkPhKZcIXv+MZzLBy+stj1WJXapiy8EMTJzeeIHLseyIfPywHMWrqafHz9icv7r7NvyRFCjwkjjBM8Zqn8O/hRQ+f1pe2wpiwYvJzKNU3w6O5MpRomJMR+5d65v9mz6HABfpT8vd4cuJOdCw4WeWwD47K4dXVgcHAfpOoSkhKSeX73NdFrT6qEeoPQqNioqRXjXAuvOTS01GnYpD4unexxameLWCIm6UsSFasZET50BUfWniz2Ncthz7dO3ie0r5BYVBhSeVDv+A9f8sarhJG9sDP+VKhcnrHOM0iIVd26JtOQEXxkOtWsqv7LkzolkVgsUoxsSSQSsrPzAcz/6H6g1NQp1b9DpcZOqf4r9J82dnR1tUhNTf+3NnH9N0gmkyCRSMjIyPylIcna2ppIpdICkGSZVIJEJCHIO5zkhBRcuzji2d0ZPQMdYl594vzOK+xdfFixuHNqZ8u0zWOE6k+frcU+75p2Fiw45Ud6SgbaZbRIiP3KndMPClzN/ll+eyZh5V4Xn1ZzCo01QT7U16uHCzbNGiCRSkCkxpWDN/DvsqDY82BsbsTii3N4cvMFAV0XkJGWqTBk3LoKI0uaOhrEvIjlzJ8XObD8GHMO+WBczYjJTWarTLb8qJ4+neg1vTMrJ29CW09TMbIUH/OFm8eFhMyPi80aNtUJOTaLyweuEz50RZFxbj0DXVw62TNq0SCkMmGh+/DqU6KWC3XCqjRq8SCa9/ckoOuCQjF5edOKRzdnnDvaCVDrT9+oZGnMrvCDrJyk2mxQPK9yOiy7OY+E2K/4tBRGzsytzHDOa+4yqlqBuPdfuH7kNrvCDxL7+jMz/xxPo2YNmNY8sETJnqZ93Bi7YjiHV5+kulUV6jjWICkhhYdXn7Bv8ZFChpth5fIsvTY3770OK2AsiUQiorP+5O9rz5nYZp7q12Wgw+Z7ofS2nk7yV+VXoJedmsGJvTfZs+YsVk4WzIjsRzeLcYya1xPjakb49io6HdNrfCuadnegXEV9vB0DyEgrvJhv5GrJnLWDyczIokNtH8XPl0SN5+Txv9i9Lf/KvXdfF1xdLRnXcaHSx9vzVwiD+6/kU2zRwO8/94+F3Fz62qgGOu/5K4QhnZYQ90n5sdp529N7mAfd2xeuZR83pTUuLpYkfUnm+Lb80SqA2nbV8ds0grGNgwjcPR49A13KlNVmRr+V3Dr/GN8VA+F7NgH9hFGrBq418ds4kt7mYwoYqLUdLJizfzLXj94huLcAgO4+qR19ZnZl1ZSNBUYXzepV4bfw/tRzqcm7JzEc33iWQyuPK9IBQ+f1pe3wZsxoE8yDC4+KPHdiiZhWQ5swLLQvGakZaOlp8u1zIp/fxfPm4TtunXzA+d1XCjC/5E1WL+6+Znbn+UqNULN6VXBs2wi3zo5Uq1+F3NxcxBIxe5ccZq3PVqUMsR9V17kmcw5PZ39kNOtnCGwmA+Oy2LduiKe3C3VdapGaKLQXRa04zu2T91l5ZwFJCclMaRZYZApDrglrRuDW2YEVE/+ggXsdHNvZIBYLJu+Z7Rc5uPxYgcSFnMGz1keAmauS/MJB074etBjgKfBuPnzhevRtdkVEKQWlyxUU5YNlw2qMc/Mt1LJnVLWCwpCqaWdO0pcUEj59xcK6GgHdwji/u/hUjHE1I5ZencvlqBuED1mBho5GHu/GEbuW+YbUyS3nFeNFS68Eo1NWh3FuvsWOmwH09etGt4ntObHpLHatGioMqWuHhdf/M++mhk115p3wY3/kEdbPVD16WamGCY5tGuHVy40qtUz4np3DvXN/sXP+QZWGlFxjIofg1dOVSV6zeX73leLnega62Lawwr2bEzZNG5CRlsWbh295fOM5bYc1Y/XUzRxYdlT1gfOko6/N6vvhvLj3miDvcGo5WBZISMW+/sTlAzfYs+iw4hz67ZlEHceajHWZwceXRfPvAPoHeNN1Qjs+vojFxNJYMbK3b0m00jWIYeXyLLsZWiTsWT5e5dHdmQbudUBNuIi2YuIfHIg8qtIQUdeUEXLMlyp1K/0Sps7PUlNDYfJIpVIgtwCbpyiVmjql+nep1Ngp1X+F/tPGjo6OJunpmf8xev6vKqlUgrq6UCX5a0KSQVdXByAPkiw8nkwiJSs1kynNAnnzsOC8vYl5RZzbCwmZqnUq8+VjAonxSdSwMSe0/xJObFLNAZHr5/pzDW117Fo1xKuHCw2b1CctOZ1nt15ycLkwXiDTkLH06lxkmjImN/Hn81vVlc9yjVo0kBYDG3Nu12XsWzVEXUud989iOL31AvsjjxbaGDVq1gC/nRM5vPYkqyZtUnnuq9SuhHMHO1oM9KS8STlycnK5tP8aG/12EvNS9eYBhPpShzY2zGw7twAEUs4l8urpQn23OnlV6s95fu81nce0Zsuc4hvFQEj2RF4P5e2j9wR2D6eGrTnu3Rxx6SCMLL178oETm88RtfK4YpM3N3omFtZmTG4aUKJRkxERA2g9tCnxH75Q3tSAuHfxXDtyi11h+e0tBc9X8ckeA+OyOLS1waunC3WdapKTk4NUXcq8/ks4ueVCsc+pr183uk9qX6CNS11TRqOmDXDv7oRjGxtyc3N5++g9xzed49WDNwQemMbpP4WWs58X0gODetBxdGsWT9zMmT2q23MGz+5CPacaTGir2jTc/TSM8V2W8OZpLH6rB5KVnMacwatYdnYWJ3ZeZe/Koq/2hx2cyJ1zj2jW05k1oYc5d6Qwn2LdySkYVyrHlVN/4z9kneLn4+d5o1lOm8Dp+SmHaQGdyE3JYMGErUofb9O12cybG8WtGy+LfF6rNgxBS13KQNcglffZdjOQWWO38PiBcgaMSKTG8u0jefnqE8Gz89uzWrWzZtjIxoxwC8B7bEsqmJZldu98Fo9MQ8ruFxH0sBhH8tdUBs3uSvfxrUlOTMO7kS/VahqzYOfv/Obmz8fXwu/k3N3jyMn+zvS2BY06k+qGBO6bjEgscLuq16/C7E7zC1Qe/6iKZoY07u1Gk95uVDSroOC2VDQz5LeGkwtsYFXJ2qse/vumsDsiio2zd6BvWIbaDpZUq18Fi0bVqNHIHH2jMnx49pE/Zm/n3eMYws8FCObukBUluhK+6EIQhlUrcGbHJZzb22JgXJaYl584seksuxceKmTyyKu9N/j+yZ5Fh5QeUz4G6drZAc/uzoglIkRiEdvn7WdXeFSxxo7/vinUdqjBeHffAua1ubUZzu3t8OjujHF1Q+JjhNThp1ef6Dm9MxHDV3Jqa/GfA0ZVKxB5LYSbJ+6xZtoWbFtY4eXtQl2Xmoo67UMrjxcYWVt4XgCsj3P1VTr+8qM0tNSZunkMts2syMrMQk2kxodnHzmz/RIHlx1VOgIkHyE7tuEMyydsKHS73JBy7mCLezdnDCuXJycnBw0tdUbaTeVpCUztofP60mZYU3xaBPEwr5VNYUj1cBF4N1+SeXztGVErBeMs6KAPW4P3lOh7RUNLndUPwvn0Jo59S47g1tkB+9aNBEPqSQynt13g0KoTBb5Tp2wYhUMbG8a7zyq0hvhRIrGIOk41GBzcC0sbcwA+v40TGsEiDqlMXZYpr8eqe2H8ffkxQd4RhS54mFoaY9+6IV7eLphbVyMxPhGxVEJZwzL0qjqiRGsIeXHCnDwWnG5ZHcGQ6uqETbMGZGVl8/bhewFAveYkFUwNWHptriIdXBItuy40eN08fg+XjvboltXh09s4rhy8wZ5FhxS8Hw1tDeadmIVpzYpkZv/neJr/iMRisWJkSywW8+bNG/bu3UuDBlbUrVsPSR5DotTUKdW/U6XGTqn+K/SfNna0tTXJzMwkK6v0Q/lHaWmpI5NJSUpK/SUhyXp6OmRlZZOSkr8gl0mkxDyLZXoJWqZ0y+kQeS0EfcMyiMQihSGxPzJaZby+aR83xiwbxtbgPfwZUrgtRiIVEiLuXeW11xqoiYBc6Fn5t2KfEwgtKOYNzJjaPFAxhmRWrwouHe3w6uGKcXXD/8fee4Y1lfdduHdCCFW6ImBXVBQVkN6x997r2EYdey9YEBSlKyr2XmYsWBHsFXvH3rtiAaV3OB9CIkgSeM85z8w7z8u6Lr4kYbN3EpK913/97sXX95KEyJ7gQzh3sWOYf39WTdpE9PrSo9bVG1Ql5KwP9y484uqRW3j1kaxmp/1I49GVZxxYEVMMvCkSqRAW64eBiT5TvXxKrAoXlRTqO33LWLR0NMnOyuHNw/ec3HaO6LUnFZqn9R3MWRzjzYXIKywdtbbE+Ettqxq4dJGMwVWqZsS3DwnoGumQmZrJWIdZJHySD4wsKmmyZ0H3YG6djMPQ1ADHDjY06+dGffs6JCem8vDSEw6Ex3Av9lGhWTaVQ6uPsWGm/CrwotLW02L1nWCSvibz9vF7mSHz9tF7jm+RD2CVmmWz2izk8bWSK6jw8+LJpYsdfWd1Iz0lA6FQwKGIY3Kr5A8lb0MgFNCr7mSyMxWvjG68voi9ESeI2X5R7v0OrRoxMXQAfe18MDTWYcOZWQyzn8O3j9/Z/TSMeQMieHL7tdLnZGfcYpaM2kib/s6oaKizeGJxQ8akmiGrj0xCLBaxOTiGXRE/378enaz5bXp7BnX7WUe+evtIju+8xMFN8rlREUenERUTx8F9ytvWFgX0Rk9TlYldSqZtpNocO5fVIUe5dEZxgsWsmiEr/xxFyJIozp1+hKmZPms2D8d/+Dqun7xPi96O9JnQhuGOxZNB6y4vYN+KY0RvOguAlYcFC3ZP4OPrbywZt40uQ92xsK7OKFcfACpVMWDNRR9WTNjMyR3FXy/nTk2ZvmGU5PmZsoXodaW3OYGkonzNnWBU1USoilXJTM/k6Y2XRC6N4pYCQKxXX1cmrx3J6qnyAaxSVaxqRJuhXgya34uM1EySE1MY0XASGWnK+SFidTERNwMoyC9gWjMf2WiUcfWKuPdwpM3QZhhXr0j8669ciLzC/mVHcOpsx9jwoUohxkVlXL0iK64tJu7cQ57ffo1nb8l4TeLnH9w5fV9uRXnoeV8qVTVikttcuWNFUulV0sWhnTVjwociUhWRnZnD4+vPiVknfwxWquoNqhJ2wZczf8ayYtzGYsa8zJDq6oBLFztU1VWJf/UFQxN90lLSGe/oXabvlaH+/eg8po0slSU1pNx7OmFa25iET9+5feoe+5ZG8+bhOxo41WVxjDd7f2HFKJJYXczmp+H8+JJESmKq5DslKZ0Xd14Tvf4ksftKjntOWjsS9x5OTPGcr3DktijvpvVvXqQnZyAUCdnht5eDK48qHQPW1tNibVwIr++/Y36XAJkxLxAIMG9aC+fOdrj3cJSlLm+duodxdSPqWNVkoutcPr6IL/W4m/VzY9Ka3wketopHV55i384Gz97OWDiYk/o9jae3XhK99qTMkDM01Wf17WAJn27QilKNTg1tdTY8WoqqWCRJ8UKhIVcyISZVl3FtGbqoH749grlxvCTbTMqQcupki1t3R0kbZnoWOdm5jLGfycfnyo9bKBSy8voSRGIRk9zmypLPJrWMZbyfura1SUlI4dnNV1SsZkjFakZk5/3vS+qURQKBgPj4jyxY4ENcXBza2to4OTnh6upG8+bNUFXVLDd1yvW3qNzYKde/Qv+8saNOdnbu/yCR8t8vLS11VFSE5OcXkJpaOnzy74Qki0Qq6Ohok56eSWam5KRGKBSipaXBpQPXCRq8okwtU1KI4vTmC0j49B0rr4Z49HLGuZMdAqGAt4/ec2LrOY5uOE1ubh7DAwbQaXRrAgYt5+KBa6XuZ2OPBiyKmsWdMw+oUteEilWN+PruG1eibrI39HCJ9goNbXUibgSQm5PHjJa+JS7YpTKorIdDh6Y07+dGI3cL0pMz+PzmG8vHrFNapwqSle3ZOyZwcGUMG2f/rJIWq4uxadEI9x4SUHRBQQFvH3/g3O5LdJ/Uge/xP5jd1l8pxFOqOX9NommrJsxuu4i83DxcCrlEhib6fHn3rVhzF0hOjCeu/p1tvrtL5RIA1LevQ+Cp+aQmpqJbUZfkhBQeXHzMvmVHeHhZfm2yf4w35tY1FSZ71DXVsGnZGI+eTji0byppG8nL50b0bXy6B5f6vjYzN2HZxYXcu/AI/75LycnORSAQUM+uNi5d7PHo5Yx+ZT2+vPnGpUPX2b/sCPP2TqVSNSOmeM5XapZJ1WdmF/p5dydiwibE6qrFquQfXnrCwYijmNauzMTVIznx1yWWTdqmcFsV9LXYcT+QQU3nkJQg/zVdsG00iQmpLJu1l9+mtcXWrS5jPP0wMtVn041FdKszmVwlZrieUQW23lxIj7pTqGdVnfnbRtPTzrfYRWvfP5rR+3dP1DTEzBqwmjuXfppbGlpidt/2o0vzALILG7sOnpnJpC5hvHkq//mat3YoX9OyCA9VPPYCsHnHaPIzsxnZSvGo2oroKRw/HMeBP5WPq3Tt50iH3vYM6beapasGkfzxu2yMqlbDKizZN5Fe5lOK/c6EsAHo6Gvi22+F7LYt94NIT0rDpHZlYmPu4tXJhlXeu4jacBYAp7ZWzFg9jNkdA3hw+Rm1GlVl8uoRVKlrwkbvP0lPzmDs8qFcOniNwMErlb5nRSIVVt4IQCQWMdXLh+SEFBp7NMCrrwuuXR1koPhTOy4Qvf4Uudm59JjcgcELehMwaDmx+0v//PPs7cyU9aM5svYkjd0bUK1BFT6/+cqlg5L3/6+fb3qVdIm4EcDH5/HM6bhEIVvGuHpFXLs60KyfK+ZNa5GeksGnl58JGb66GO9EnmpYViP0nC9ndl5gxfifBoqOYQXs2ljh0csZ6+aNyEzL4tW9NxzfcpaeUzqhIlJhiud8kr4pH/GDnwaKTzcJWNu1mwOuXezRqKBB/KsvxO6/yoHwaJIL2+6KNlNtmae80Q3A3LYWoWd9yc7IRl1bncRP34k7/5D9S4/w/M5rub8zPmIEXn1cmNZ8Ac9vl0yz6VXUwa6tNZ69nGni2RAEAkSqKlw/eoe5neQDxItKU0eT9fdCeP/0E3M6LiE7M1tiSHk0wKWbAy6d7VDTVJMc/76r7A+PZsKqEVg3a8Qk97llGgP26OnM1I2j2Tx3F+paanj0csLM3JTE+O/cOfOghCEnNS4fXnrCwj4lUzFFJR0vmrDqd1REQlJ/pPP89stijWDyJE3FFE1bSqWmIaaJlyWuhbwbsbqYrx8TMKtdmQuRV1jcP7xMqeZlFxeiW1GHiS5zSPqWQm2rGjh1lACoTWoZk/BJMga+b+kRXt9/K2NlzescUKZmtOoNqhJ+eRGXD11H31hPNrL48u4bYjacLmFICoVCVt8JIj83n8me8xUm3dQ11XDpas/MbeNJS0knI6t0KPS/QT9+/ODGjWtcvXqVixdjSU5Opn59C5ycXHFycqFePQuEQuE/vZvl+i9VubFTrn+F/mljR1NTvRCaVm7sSCHJeXn5ZGVlo6mpTkqK8oj6/wZIspqqmIL8AnJzcnnz4B3R609zescFuRc3laoaEX55ER+exzO3U8n6c4FAgLlNTVy7OeDR2wWDynrk5+WjWUGDaS18uXO6dIhnh5EtGRk8iPUzf7IVjMwMcOpkS/N+btS1rc2Pr5Iq8b0hh0lLzmBprB9Prr/Ar2dIMXCzPAmFQoLP+mBauzIbZu3Aro01Du2syc3N4/X9d8RsKHn8Pad2ZND8XoSPWc+JrecUbltqSHSf3AGHdk0RCgV8fvuN2H1X2Lc0WuHFjUikwrLLi9A10mGqlw/xr4szAH5t7vrxNZnUpHRqNqyKT7egMpll0mTPuT2XCf9jHWJ1MU1bNsaztzP27WzIzc7l9YOfxy8Si4i4sQShigrTmvmUKdkzOuw32g5rxvEt53Bob4NeJV0+v/7KxQNX5R6/lZclPvunEb3uJOumb1d4sm5cvSKOHZvS+jdPqtYzIy83n7vn7rPDL7JUDs+kdaPw6OGEdwcJGFYqzQoaNG3VBLfujti1sQKBBO48rVMQz+8qHk0buagX9WxqMqVTqOTifvkgGjnUoSC/gKdxb1k6eQerz3oTOn03719+ISJmCj79V3D3whP6TW2PYxsrJrRVbIoA9JnQBtcOVoxtsRiAPU9DmDFwLS8f/xxj2XhiGnqGWmhoqdPVcjaZ6cXf93/d8sV70k6ePvqInr4m2w5MoEv9GQr/5sDJbWjkUZ9JYxWbWkKhgCMnZpCZlkUv6zkKHzd75SDSc/IJLTJmJU96Blpsi57E0uAY/hjXkr4Np/+sMVZVYf+rZfRtMK0Yx6hFHyf6TGzDMJufTKHhfj2xsK3FsnGbmLHpD2o3rgZA8JiNvHzwnrTkDAZM70jLPs4kfPqOtq4mJ7adZ4vPHhmDo2o9U+btmYxeRR3+XLKffUtLjiXpGGgTcSuIr+++4d3Ov0RrVNGEmHsPJ4yqGJKTlSNJpE3dQuQvDUry1G1ie4b49SHwt5UyjkvFKoY4d7GTGJLWNUlOSOH1w3dcjbrF8zsv8YmczvVjdwj6bWWZqpV/DxpI+99bsnnuXzT2aEDTlk3Izszm9YN3HN98lpPbzhf7/GvkbsHCQ7PYG3aYbQv2KNyuikgFS9f6ePZxoUV/dwC+vk/gQuRlpZ9/ABPX/o5HD2e5BkrVeqY4drDFs48LNSyr8uNzEh9efKKJe0PWTt9GZFjpz6s0gfL+yUfmdFyCmqZYZkjZNG9EVkbJ4/f+cyLWzRox2WNemarlm/V1ZdK6UVw+dINGbvXR0tUqNOSusT88pgQzR2KgBPH46jP8eoUphGhXs5BWtDtT07IaWRnZPLz8hC3zd8vlvRRV26HN+GPZkGLvJ/jFkGtmKTv+iwev09+7u2RcekhEmRacQs/7UtHMkCle8zEzN8G1q4R3o6mjKff4u45vx5CFffHtGVIqQBvAqZMts7ZPIOlbMgYm+vz4nMT9i4/YHx7D48IRtF8VcTMAsZqYSe5zSUksacDrVdTBto0VHj2dsWpmiYpIBYEADq08xpqpW0s97jpWNQg+s4D9y3+ailIunXPnnwDqz6+/cOnQdQ5HHCPgxDwy07JKrWXX1tMi9LwvhlUM/lcydf6/SFNTHQ0NdRITU7h7N47Lly9y+XIsz549RV/fAEdHZxwdXbC3d6RChQr/9O6W679I5cZOuf4VEgolP/+UNDTUyM/PJ6sM9Z3/zVJRERaDJKuoCEs1dv5OSLKmpjpqamKSk1Nlo2GqqiLEKqoEDFrO5UM3sHA0lxgyvZzR1tMi/tUXzu25xL6lR8hIzaSRuwV+B2dydtdFwsesL1PL1Pr7YWRnZpOWlE7NxtX5Hv+Du2fvszvoMG8evivxO+NXDqf5AHf8eobIjUHDzypxzz4uuHVzJD05HbGmGgEDw5WuEILkhGnlDYkhNbPVQtmFhlAoLH78+pLjP7/nMlXMTXDsaMu8zgEK+RtF5dLVnhlbxrE39DDHt5yVNHf1c6VWkxr8+PyDO2clzV3SFVJdIx0ibgbw7X0C3u0Xl9o4ollBgxXXl2Booo9AICA7M5uXcZIVwjN/yudRePV1ZdKakWz328PuoEMl7i96/O49nDCorEdeXj5qGmL6VPm9REJKnhYenkl9B3OmNV/Aq3sSY6RyzUq/HH8Sd889YF9YFOY2tfhj2RDWTNtG1GrFteJSmdQ0ZtnlRTy59pyT28/j0dMJ29ZWZGdm8+r+O2LWn+L0zuJjRkGn5lOtvhlTvHx4/1TxyrZdGyv8o71l0fzM9Cz+DInm4LqSHJwttxezIySaz+8SmL12OB+ef2Jn4GEKCgroPLIFjVzrIVYXs2DERobN7MDHF/EsGCjhxITGTOfOhadsC5LPMpEq9PBUbp9/xLZAyQXripOzOH/sAbvXngXAuIo+q6MmSZpJxCLa1ppaYhtrTkxj/57rHDlwi8Y21Znt243+doqBx7Ye9ZkY3JfeRca3flWVqgasXDMENTVVelnPUTge1P13Tzy72jGm72qlxwmwbNsI6tQ3YeviQ+xZUfx9sPGaH9sDDnF6z0/jsmZDMwIOTKZn9XGy2+rb1sJv7yR6mErGqkxqG7Nw/xSMzAzIzsxBpKoiSSIWgFhDlbGOs3n7sOSFulAooOUgDwb59EKzgjov497Iqq9NzSsTdt6PW6fiCBi4otQmK4Alx+ZgblOLR1ee0dClHiKxiLSkdFK/p/Lm4XuOrDtZbHRLCmKe22kJcefkf9aoa6nT2KMBtq0a0+o3L0mTWl4+H5594viWsxxedVzpRemMreNwaGfD1GY+ss8goYqQhs71cOlij1t3R3QMK/D5zVcuH77Bh2cf+WPpUNbPLBvYVsdAmzV3Q3j94B2rJ2/GpmVjmvV1pVbjGiR9TeLBpSfsD48ulhCcFzmFRq4NmFyGBIq2nhajwwbj3tOZgvwCcrJyeFOYED2x+azckVWDynqsvh3Ew8tP8esVWsL8kvJeXLrY497DCR1DbfLz89GsoMlYx9k8uSbfPCgqeQaKWZ3KEoZYbxdqW9Xgx9dkHhZWtH95942V15dw/ajEkCuzgVLFkC3zd+HcyQ7bVk3Iycnl7aMPnNhacmS16/h2DF3UF79eoVyLua1wuyoiFRo616PjH62KLUhcPXKTyLAopZ//K68tQaOCBhNd55QYazMzN5Ew5Hq7UKtJDZK+JZP2I40altWY2sxHYZNkUdWwrEbYeV+J+T9jO9p6Wti2boJHT2cJ7yY7l3dPPnBy+wWObjxNfm6+JBWTl88Uz/mkJZWkT+HRAAAgAElEQVQO9pYmxU5uO4dD+6boVtRRCqCuZ1eHwBPz2B10kB2LIhVut0pd00KGnivVLSQLEvcuPCQy7IjCRFAFfW3CYv3QN9H91zB1yipNTQ00NNRISkonJ6f4+/3r1y9cuXKJy5cvcv36VbKzs+jcuRuTJytejChXuf4nKjd2yvWvULmx889LVVWEpqZaMUiyUChEW1udZIVQyb8HkgxQoYIWQqGQ5ORU2d9TFYkoyClgZms/XsiJoBev0jYlKyObCvra7Ao4wPpZpTNTzMxNCDvvx/Pbr/DtEUxmehbaeloSqGEfV6ybWZKemsmzmy84tPIY14/eIfDUPKrWM2NGS19ePyhp+vyqrhPaMXRhP3b6R2JoaoBbdwmX5+PzeEmV9i9QSykf537sYxb1XUqOkvesmbkJLl3tGbygNwIg9Xsal6NusjfkkNILj94zOjNgTg+50E9tPS1Jc1df18KRhUw+Pv9MHesaxO6/RtBvK0u9WJQme3QMKzCt2QK+vPuGpaukSt29uxOaFdT5+PIz53Zf4sDyGDJSM2WA4bKOgdRtWovg0z7cPfcAQ1MDGSj79un7RIZGlTDkRGIREdcDEKurMrWZD98+yAeRaulKmss8+7jg3MmOtKR00pLSWDttG+f3Kh/Zaehcj0VHZnFy2wVWTvg5BiK9IHXr7oBbdye0dDWJf/WFC/uv4tnbmfzcfKY1X1Bqu8yB71sQqAi5fuwuq6fvoJFLPcaEDiIpIYXgsZt5WsjDMattzJpYHx5ef0HdJtXZsnAfByJOFPs/nrtzLI1c6lNQUMCDK8/wH7qG3FzJSexfj4JZMnoTdy/KH3uT6q/7S1g4bB33r0hW43uOaUnL/i783jYUgC6DXWjTw5bqdU148/wzo1oFldjG7BUDSC+AEL9DdOxuS8fO1oxuXfJxUqlritlzdxHtWwYq5IK5e9bn99+90NRSw3vQGp7flw9HrWNZhYC/xtDV1V/pcQIMHOVJ94HOdKs5scR987aM4sfXZMIn//zMEamqsP/NMvrWnURKosQEFQoFRL5fydSWi3he+FpZONRhcdQM+lQdVWx1fOKqETh2aMpg83ElUk5FZeFojkdPJ5w722FSsxKZaZlkpGQyxmEmX98pZsVI9kfI0kK21mSPeXx5KwG2GpoaULWeKWbmlWnoXB/Hjk3Jy8njxLZzGFUxwLalFdOaLygTiLn1EC/Ghg9lzdStPLv1Cvu21rT6zRMdwwo8vvqMTXP/KpFm8I/xplbj6kyS0wJVVCa1jHHs0JRhi/tRkA95uXncOHZHaUU3SBKdK28s4c7p+yweEF7M/NfU0cS2VWPcezph19qKvNx83j5+j14lXdQ01Bjv7F0msG3nMW0YvqQ/iweEc+XwTSwczWWGlJ5xyYpyk9rGrLiymMuHbhA6omwA6nX3QlHXUiPh43fqNq1F0rcUHl19ysEVR+WaET0md2CQT2/8eoVw/aj8BErRinavPi5kpGYiEotYO3UrUWtPKG0uEwqFrLi+GDUNNSa7zyu2IFHfoQ7OXexx7+6IgYm+DECcm5NXaBIGlMlAkcKeo9ef4vCqYzLeSz3b2iQnpvL02nMOrjomMyKlY0UF+QVM8ZxfpgUJn/3TqG9vTn5ePgX5+bx/9okzf10kavUJuW1v9ezqEHBiLpFhUXKTYjLeTUdb3Hs6YWRmKANQj7SaqpA9VFS/Bw2k3fAWTGu+gGeF44jyANRPb7zgyLqTpCam4h/tzY5FkewOUp5IBMmo9rr7oSR+TCRy6REZgBrgw/NPnNt9WXauomNYgaWxfuga6/yfMnV+VU5ODnfvSoxIW1v7v2P3yvV/QOXGTrn+FfqnjR11dTFAmau8/9ukri5GLFYlLS2j2MWQUChAW1uT5OSSJzt/HyRZgI6ONrm5eaSmFockJ374zsxWfmUar5m1fTxOHW15fP05DZzqyUDBkcuiuHe+5Em+XRsrvP+aRIySlqmiVdruvZwQiVQQqgjZ6R/JXwEHS63nnbx+NO49HJnfJbDYSWuNhlVx7myHVx8XTOtU5tuHRK4dvcOL268YHfZbCT6OIukYaLPyRgDJ31Lw77+MBk518erjSmMPaXPVcw6uPFYsRj59y1icO9mVGPmRJ5GqiMF+vekypi3ZmdmoqEpqf0/vjOXwquNyT3J1jXRYeSOAhI+JeLfzl3siXa2+meT4+7pSpa4Jubl5aGprsLDvUs7tkg/6LSqPns5M2TC6WBtXBQNtHAqhllZelqSnZPD89msOrzrGo6vPiLgRwKeXn5nbcUmJ0RR5mhc5hSbuDVkxfmOhKeOIhpZaCUNKKilHaPO8v+SOxxRVlbqmtBniRaexbST17PE/uHkyTq4hJdWKa4up1ag6ebn59K45lszCFIpmBXUGze1O2yGeZKVnk52VQwV9TYRCIVePxbHJZy8f5VQpb3kQzBb/A5zeUxx4qm+sw9bbS+hRb6pSMLNxVQPWnp9Hd/OfHB6RSMiep6GM676c9y+/Eh45lud3XtN2gCsblkSxtzDJU1Tt+zvRaZgHw/tEMGVOJzSF4D9GeUX93nv+/PH7Jj68l2/ODfvdkwY1jahops+2sOOcPXRL4bYOPQmkb6tgUpIUvyeEKkJ2HpuCvqE2bY1Hl7i/z8S22Le0ZPIvo2vrr/qyO/QIx7b9TGj57p5AwsfvLP1jg+y24BPexL/6TNDQVT//plDAwsMzMa1TmWENJ5f6WdPPuyt9Z3Zl/7JoGjjVxcKxLj++JnHj2B12Bx0q1vIEkqTi6ltBpKdkML2lr9wxkKLH79zZjtk7J5CdmcPbh++JmLRZ4XiJVL/59aHbhPYs7BPGtejir0HdprXoMLoVnr1cyEzL5NHlp+xfHsPwJf3R1tdmsvtchQyyopJyqQIHLQeBAPceTti3lVR0S1vmjm48LXv+ZAyeP2NZMW6D0kULaUIw8OS8QsacQJKQiLlNZKj8lj2AAfN60GtqJ+Z3CeT26ZKJh0rVjCQjS31cqGdbh+yMbDR1Nbh79gHTW/iWeswikQoRNwMRCGCy53xSElNR11IvZKg54tC+KRTA+2cfZYZEv9ld6TqhPXM6LObeBeU14PCzbvz4lrNkpGbg3tOZilUM+fYhkZvH75SoaBeJVFhzN5jszBymePkobSCrWNUIh3bWjFs5nLzcfLLSs7h/8TFRa05wNeqmwt+r72BOwLE5cmHP6ppqWLdohFs3Rxw7NEWgIuDTy89Url6Jz2+/Mtl9ntKxIqlGhQ6mzZBmslE786a1ZIZM5RoV+fYxkVsn77EvLIp3Tz7SyNWChUdmsWNh2Q2ULc/CSfz0g7SkdBq61JMBqI+skw+gHrd8GM36uykFUKtpiGUA6jZDmpGekoFIVYWd/vvYHx6j9PWQtorFv/7C7Lb+ssUkgUAg4/1IAdzStJNYS+2/cPyq7KZOucr1n1K5sVOuf4X+aWNHTU2MUAgZpXBN/hulpaWOUCgkNTWjxEmsQCBAR0eTpKSfF99/NyS5QgVtMjMzycjIku2Tvp4Or+6/ZYKzd5lYNCHnFmBay5hpLXx5++g9YnUx1s0t8eztgmOHpuTnF/Dm4TuObjjNyW3n6TaxHYMX9GblhE0c3ai8zhmkKZoFPLj4mJf33uDVxwUjM0O+vP3G5UPX2RNyuFjaQigUEnreF+MaFZnWbIHS8Rp9Yz0cO9gwbuVw8nPzyc3J4+aJu+xbekQpKLmGZTVCzvhw58x9lgwILwaTVlVTxcqrIe49nXDpbI9AKOD9k4/om+ihoiKBhJalDUSa7AkdsZozf12kZqNquHZ1wLO3M8Y1KvHtQwLXon9WiddqXJ2gU/O5cfxumZM9ETcD0dLV5N2TD1i6WpCWlM6T6885sCJGbnNPP+9u9J3ZlaAhKxUmaKSGnFt3SctOVmY2IpGIzfP+5OCKklXyv+6TNG00xXO+LMUAUL1BFZw62dKsrytm5iYkfPzOzeN3ycrMpv2IFiwZWDbodh2rGgSems/FA9fYMGsntq2a4NnbBSuvhqSnZvLi9iuObz3HuV2XyM/PZ+X1AOpY1SAvL5/jW88TPmFziW2K1VWp06Q6mrqazNw0msW/reLWafkr4PrGumy5F0S/htNI/WUEoN/U9ji1tWJ8G+V8nWFzu1DfpibTuoQWu33p0encufaayycesHjLcM4duEmbfs70aDKXNDmGmn7FCmyJnUMnz8VEbBnBsR2XOLhZfiOWVFuvzGdpyFGuXpHP7QhZNoCnsY+p17QGD26+ZWtojMJt7bzhi9/UXTy4o5hX5NW2ESMnt0argjrDnebz9UNxo9mpbRNGLezFYOvZxW6fvnooBfn5BA5fK7utzSA3ek5sy1DLabLbLF3q4btvMj2Nh8tSUyB5TRdHz6ZSNSMme8zni4IEjv+RWdR3qMPcjktknxmaFTRw7NiUlgM9aOTegPTkdF4/eMeZnbHci31M6Hlfnl5/jm/PUKX/DyBJu626GYBAICRi4iZaDHDHtZsDWRlZvIx7w4ktZzn716Vi4zVz/pqETcvGzGzlp5QvJVIVYdOyMS0HesiSQZ9efiZmwykZ1FmRRoYMou2w5ni38y/2WVkUau7e0wlDUwO+vk/g2a2XOHeyY3fQQbb67FZ6zCC5CF97N5i05AymNV+Alo6GZGSpjwv17euQ8j2NJ9eec3j1cZl5/seyIbQa7MnMVn4KW/CKyrZ1E+bvncrDy08xt6mFQCjgw/NPnPnzolzzXKwuZl1cCEkJKcxo6SvXrJAy5Jw62RUCiE3ITMvi4eUnrBi3sYTJ96uaeDbE9+AMdi6KZFfgT7PC0NRAVtHdwFliSDy//ZJjm88yfHF/EuN/MLP1QoVQ7KKSwp692/ujra+NW3cHnDraIhKL+PTiM+f3XubgymMyQ8LKy5IFB6azbcFu9paBAdXAqR4BJ+ZKANRa6iR8+l4MQCxPE1f/jntPJyZ7zJf7GH1jPezbWuHRy4XG7haA5H/javQt5ndR/nkJEgNl/YMwPr38zOx2EgNFBqAu5P2oaaoV8t6usX/ZEYYHDsSliz2T3OYqrWWXyra1FfP2TGHnokgQgGcvF6pamPE9/gf3LjzkwPKjxXhHGtrqrH8QxrvHH5jbcYnSUoqajaqx9m4IqclpZGb/d51Ll5s65frfonJjp1z/Cv3zxo4qQqFQZh78X1BRSHJ6uvwTLYEAdHW1+fFDslr7d0KSxWJVtLU1SU1NJztbsvKjoiJETVXMyztvqGNdg6yMbF7cfc3hVcflrmTpGumw4tpiUhJTmdVmkVzopUAgoL6DOW7dHfDo6YyhqT452blci7lNyLBVSleyAJw72zFj6zgOrIhhk/fPFE3FqkY4d5JwWepY1+LH1yTizj0gZsNppm0aQ/K3FGa2Wah0JVwqaYrGr1cIappqePRyxqGdDXm5ecVAwVKzzbmzHTO3jiNyWXSZWlasmzfC98AM8vPyUFEVSbgUh66zNzRK4fhPackeQxN9HDo0pVk/VywczMnJyUVDS53YfVfx6xUqZ4vFpWOgTcTNQL5//tnGJa1Sd+/pJGsue/f4A8e3nuPo+lNM2fgHTh1tmd1ukcJ2rKKSvnaHVh4lOzMHzz4uhbW3xQ2pYvt0K5DEj9+Z1XaRUu6BXkUdHNrbMGmthJeSkZbJ/QuP2b88WmGVtHSfZm4bx66AktwDkarEkHLtZo9jB1v0KukiEApQURGSk5lDATDKwVtuAkcqj56OjAkeSN86ExT+H48K6Edtq+pM6xhc4r7wE7O5evI+O5WYIQCrznhz4q/L7Ft9qtjtDi0tmbV2OGmpmVyJuYtT2yakp2YyvLniC59dt32ZM/lPgiMGM7JlAPGljBCtiJ7CsZMP2Lfnutz7Iw9Pwn9QBK4dm2JcqxLzh22Q+ziANSdnsG/nVWL2KU4KbDo0gRPbzuPWqSmnI68RGVG8bty0ZkWWn5hF91qTit3ecZgnbQe5Mtppnuy2SlUNWXd9EV2MRhQzz1ddW0Tc+YdETNxcbBuqaqqMDR+CZy9n4s49ZN+yaG6dksDdTWpWIvi0ZLzEu72/wvFCVTVVGrlZ4NjBhg6jWpFT2EB29chNLh28ztUjtxSmGXQMtFl1O4jPr7/i3d5f9jgVkQqN3S1w7iJpBNI31iPpWzKJn75jWrsyFQy0+a3e+FJNBJCMf665G8ynF5/ZNOdPHNrbyEZWvr7/xvWY2yX+V2dsHYd9Oxumes2XsbIUqWIVQ4Yu7odrVwfJIsf3VJ7ceMGhiGMKobjSffr4PJ45HRaXWGBQ0xBj3bwRbt0dcepoi1BFSF5uHjqGFRjrMKtUWDCAU0dbZu2YUIwLVMe6Jk6dbPHs5UzlmpUk5vHJOPaFRZEYn8TauGDeP/3E3MJmqtI0c9s47NpYs813D44dmmLpakF6SgYvbr+SmxCR7tPa6cqZYtLFg+YD3HHubAcFEP/6M+f3XOHA8hilI0/SfZrkNrcE7LmGZTVZI1TVemYkxn/n44t4rDwtCf9jHUfWnVSw1Z+SVaA/eMf8zgFo6mhi1/YngDgrPYtX995ybPNZ2ffqzG3jsG1txUTXuUoXYqRy7erAjG3juBJ1E0uX+mjpafL5teR7dd+y6BLfq5o6mmx4EMrLuLfM7xKoGEBd3wyH9hIAdW2rGmSkZfL89is2z/mr1EZMp462zNo5gYjxGzm66Yzs9goG2ti2aoJ7DycZ7+ft4w+c23OZ3tM68eLuG3y6BildiDE0NSD80iLUddT+T49flatc/2mVGzvl+lfonzZ2xGJVRCIh6en/N4ydXyHJyqSnJzF2/k5IsoaGOurqaoWQZMkqr6qqCLFIlfDR6zi5/bysucS9hxNu3R1R01Dlw/N4Tu24wOFVx6nWoAoBx+dw+9Q9AgYuL73+XKQi40kcijiGRy9nqllUIeHTd26djGNPcMlxhb6zutJvdjeWjlrLqR2KUwSaOhIuS8/JHahqUUXSPHTzBQdXHuWiEl6MSKRCWKwfhqYGTGvmw4fnP1M00jEAt+6OuPVwpIKBNvGvvvA9/juN3BoQMnyV0n2SSpbsOX2fJQPD0a+sJ2vuqm1VU2ZIRYZG8fzOaxl3w6iKYYl9UqT+c7rTZ2ZXbp2Mw8qzodLmLpAkoELPLeD26XssGbBc7gmlQCDAvGktXLra49XbBUNTffLz8rkQeYW107eXyqORVjf/+tpJDanm/Vyp72BOSmIqD6885eL+a4wOG8LdsyUTUIoUet6XyjUqMbvtIipVM8Kth+PPhNTTj5zcdp4j607KUgdS3tLSUWvK9NqFxfph6VyfzLRMXtx9Q3ZWLjM7BCj9ndXXFnHh4A12LikJn5Zq870gdoYc4fjOkmNve56FMbd/BE8KGTCKFPkshEntg3j7pOSFe0PH2vSf3J45fVaw52kwkevOsXP5CYXbCj80kRcvv+LevAHdLWcpfJxUs1cOIq0AggPkNELpavBX5Hi6mI7Bo7stg2Z3ZainYoaOz/phfPueTvgi+SkAK/uazA3qTY8a4xkd0BfTWsbMK1JhDpKxqYNvwxnYZBY/vv4Es9azqYHvn2PpVXN8scdvuhvA3rAjRK39aYo1cbfAZ+8k+lYbLddkMW9ai27j22LXxhqxuqoMsHz79H3mtF9cJkiytDVvw+ydpCWlY9/WBgtHcwxNDchIzeDHlySuRN1ku18k6cnpVK1nStgFv8JUoPz/U6n0Kupg3aIxk9eN4nv8D4QiIbpGOrx7/IH1M7bLzKhfZVTFkFU3AmRMsaJ/w8jMQDayZOFgLknIXH2GUVVDjEwNmFgKg0eqVoM9GbdiGEtHrSV239Vihoy8hIyhqT6rbgby4NITFvZWXqMt1apbgRiZGpCckErlmpX49jGB26fus29pFG8flQRgtxjowYSI4Uq/W/SN9bBvZ41HL2dsWzYhMyMLsboqS/qHc3a3cgA/SEDx5ja1ij1PqmqqNHa3wLWbAy5d7FHXVOPTq89ciLzK988/GBUyuNTvO6n0Kumy9m4wDy8/Zcv8XTi0k/BuqjWowvf4H8SdlxiRRSvqFxyYTn37OkxwmUP8qy9Kti4xJP5YOgTXbg5QUEBWRjZvHr7n+JaznNhyTm6qWNdIh7VxwTy++gzfniUB1CoiFRq61JM0YnV1QMegAnm5uWjpajHRdU6p5gn8rGUv+jyZ1amMfXsbvPq4UseqRjHe0au4N6y9F1rYKlZyn+Rp7t4pNHKxYP3M7di1scaujRX5+fm8f/KR03/GErWmOO/ItZsDM7aMLfW1k/J+mvd3peUgL1REQr59SOTGsZLjdVJVrGLIskuLUNMWl5s65SrXf1jlxk65/hUSCCSV5/+UVFVFiMUi0soQEf63Sx4kWZkkxk7K3wZJ1tbWREVFhZSUVFmiQFUkQlggYE6HxQqTGDUbVcOliz1efV2pVt+MzPQsfnxJYqLrnFLbkAwq67Hi2hJZo1PKd0mKRtdIp7ANwoVGbhIuzeOrzziwPJp2I1pg29qKOR0Wl+lkz72HI1M3/MHesCjunX+IWw9H3Lo5oqquyodnnzi140Ix+KKERbOE7/FJzG67SLZPimRmbkLI2QVo62khEApI/PSdmyfkG1JSlZbskRpSXn1daNqiMTlZuYg1xeTn5tO/xugypY2mbBiNW3dH5nZcwr0Lj4o3V/V0khlSF/ZeYX94NA2d6zH7z4ll5ghp6miy6lYgaT/SOL7lLF59XGQJqXvnH7I37EixCweAiatH4tnHmXmdlDeESbkMgxf0wqyOCfl5Bby694Zjm85wbPNZheOIGtrqrLoVSGZqFtNb+pZoWTG3kRhSnr2dJamDd9/Iysyhen0zZrVdpLBpRCqhUMjyK/7Uta1NZloWPj2CmbtrEvN7hnEvVvF70chMn413gxjSeDqJn+UbX0Zm+my8HSB3DKtWo6qERE2nR90pSlN7Np4WzIwYQi+LaQofA5Lnadttf2YPXMPTOMWg8YGTWtNzVDMSviQxxHWh0m0CdBvmgVdvB0bJSeLY2NZkxqwO9K83Bb2KFdh+P5BO9WYo/Gxzb9+EUQu606eFfGDzktWDSHj9meDRm/Dsbs9g7y4MdZhX4nEbr/qyPfBwsWYsFZGQfa+XMazpLL6++5mmGTCrMw6tGzPWufh2AmJmUVCQz4xWip8Dk5qVWBzjjba+FrdP3cO+rRUZqVlciLzM5rm7FCYlfA/OoJGbBfO7BpZoslIVi6ha34wGzvVoNciDmo2rE//yC2bmldkfHs26GdsV7o9U1SzMCD3nR9z5Byzut4yc7Fwq16xEh1Gt6DiyFSnfU4lafZy9IYdlI1vVG1Ql7IIv5/deYdmotUq/f9Q0xDRt2RjvvyajIhKSlZ7Fu6cfOb0zViHUFn4Cgxf1DePqkZKspdpWNXDubCdLyCQnpmJgrMeN43eZ02Fxmb4Tl11ciH5lfSa5ziHh03f0Kuni0M4azz6S75X0lAxe3nlN9PqTnN97RdYC5d9vGZcP3yh1+ya1jVlxdTE3j8eRlpQmMWS01Pj08gux+66yPzy6xOsecm4BxtUqMsFlDgkf5Se5QJIQcezYlGH+/cnOzCY/L59Lh66zf1m00hE64+oVFbZlVdDXxrZ1E9x7OhVW1Ofw9tE79Cvpoqalznin2QrTZUXVbkQLRocOJmDQci4duiFrRHPt5oBuRR2+/NKIJTUJb56MI3DQijKNky+/6k9FM0PiX3/FvGktkhNSeHztGYdXHpNrRkpNwl9r2YtKs4IGNi0k5qFrNwfy8/JRUVVh05y/OLjiaKlJq4VRs6htVYMJzt6yUWDpeKFjR1vcezhRqZoRCR8TuXUijg/PPzF4QW+ChkZwfs/lUo9ZYn6FcD/2EWumbsW2tRWevZzl8n4qVTMi/LI/Ig0ROeWmTrnK9R9XubFTrn+F/nljRwWxWExaWunQ1H+zFEGSlUlXV4vs7BzZz39KEp6PpJ41JeXnSahYJCI1IY3pLXz5/OZrqdsZsqgv3ca3Z2/YYZp4NqSebR2SviVz78JD9oRElbjIr2dXh8VH53Al6gYhw1YpXC1TVVPFunkjmvdzxaWbA7lZOXx5l8D+pUeUXuSDBJbZe1pnQoavKlFlXsOyGq5dJYZU5eoV+fo+gYeXn+Lc2Y5rMbcJHFx6JXHRZM9ULx9Sf6Th0N6GZv1cZYbUk+vPORD+c0yj17TODJzXg2WFCajSVKtxdZbGLuTNg3cY16yEmoZYspJdCErO/CXtJmUbVa5ZSSlHyMzcBOdOdnj1dcHcphbpyRl8+5DAgh7Bcleyf/3dpbF+PLz8lIW9w2RQR6kh5dnLmaatmsiq1KPXnaTd7y2pblGFac18SsT85anDyJaMDB7E6slbeHnvrcSQ6eWMrpEO8a+/cPHANfaFRZFcaHIZV6/I8iv+PL35Et8eIaWepFesYsiqW4GI1cWIVFVI+pbCg4uP2RsWJRc+KxKLWHM3mKp1TclKz2Je12DsWjfBto0Vo+y9lf6tuTvHoSJSYUHf5QofMyF8MJVrGjOre1iJ+yaHD0bHSIcFg5XXf8/dOIL0lExCxiuHHA+f343W/V3oZT1P6QWykYkuWy7M4e7lZ8weUHr1ePW6xoQdmERHOe1Zvfs54eFYi/HNFgGw/90KRrUO5MsHxebv3jh/po/czPNHxQ1SY1M91kWOZUDDaaR8T8OstjHhp73pUWdyiW14b/id9JQMwn55TpYem8n1Y3fYXiRBVa2eKctOz6Gb8chinyuGpvqsuraIa9G3CBm+pth9ukYVmLT6d2xaNObMrousmbqNtKR0RKoqOHWypduE9pjb1OTbh0Tuxz7i0sHrXDtyC0MzA0LOLiAjNRPv9v7FmFGKNHxJfzqPbQsFBaT+SOfWqTh2Bx5SCPZ26NCU2TsmcCjiKBtm7Sxxv7qmGs36u9FzSkcMTQ14/+wj984/ou2wZuxbFs3muaWPk3leMU4AACAASURBVIrEItbcCSY7M5vpzSX8MudOtngUGjLfPkgucneHHJKlDoYv7kfHP9qUGRhs39aaubsn8+7JR6pZVCE9OZ3nt19zZN0JuclLkUiFiFuBCPgJMf5VUt6XNCGjV0mX7MxsrkbfJmzE6lJbmqQtUMc2n2X15M2y2yWGjC1efVwkCZnPP7h/4REHlh9l/KrhJZqplKnPzC70m92dJQPDUdMQS0Z2WjWRVLQ/fMeJLec4sfWczJCrWs+UZZcWcebPiywfu17ptqUV7YEn5snM4i9vvxZrBJMnSbqxLwt6hMgdl6tco5KsEapu01pkpmWhpafF02vPmeA6p0yGXOh5X4zMDJno4k1i/A8ZgNqthyMO7WwQCAR8fB7P2V2SNFeLQR6MDBrIor5LuaIE8ixVpapGRNwM4Obxu3x4Hi95r9aoSMLHwvbGsMMlvgOXHJ9L1bomjHdWbsgZVNbDvp0NIwIGoK6lRk5WLo+vP+fohlMlzkF+/b01d4K5VZh0LvoZU5T349zZDoPK+qR8TyVfUFBu6pSrXH+Tyo2dcv0r9E8bOyKRCurqYlJT/3uNHWWQZHmSQpKhALFYXDiuJiIn56fJ8/9XgkdFRYiOjjZZWdky3o9AIEBLQwN1TTVGWU8rU3XuwsMzsXCsy6w2C2WriZoVNLBt3QSvPq40bdVExuWJWn0cdS11xq8czo6Fe4tBIBXJ0FSfFVcXE//6Kxtn75RVqepV1CX+9RcuRF5h39IjxU7G5+6ajHWLRni3X8yjK8q5L4amBowOG4xD+6aSaveEZO7HPmZvaJRCJkNpyR4pl8ajl7OMdZCbm4teRV2mNvfh7pnSK2Qd2tng/edE9hfhCNWwrIZLFzu8+rhiUqsSX98nci36JntDokhNSmfVrUDSk9KZ2XphmS4exkeMoHl/N7b77cXKy5Imng1IT87g6c2XHI44xtVfWnOsvCzx2T+NmPWnWDtNfmsZIBvZ8+rnSvN+bhTk5/Ptw3dObD1bornqV/0eNJAOI1vh27PkxYNJLWMJKLmfGzUbVePH5x+8uv8WKy9Ljm0+y8pxG0tdERaJRay8tkRSse7lQ3pKBk1bNcGzlzN2ba3JzcnlzcP3nN4Zy8mt5xAIBax/EIahqT5Z6dnM6xLE/djH7Pm0lqARa7mqoKJY+rf2vF3JzE5BPL35SuHjdjwNY9Wsv4g9XDK9sPmmPztCojm5pyTPqqi23VrEqtm7uBRzV+njtt9dzO2LzwiZWvqFe+S9RcTG3CVsWumPBTjwKICBfSNITCj+/+Af2JsvD9+zYqqkenz7gyDCZu7i1nnFSaeQveN4cP8j65cWZ4r8Prk1lpamTGguMYmEQgEHPqyUC1DuONSDdoPdGe1WvNVowPQO2HhYsHBQBHatGmFkooeKqogOQz359OoLkctiOLvn58p/jYZVmL1tLBXNDMhIy0TXqAIF+QWoqKrw/ulH/Hot5fUD+QaLQWU9HNrbYN/WGguHOhiaGpCWnI6GtjoLe4cpTBgU1fQtY3DubM+C7sE8uPgEh/Y2tBrsgXWzRmSmZfHx5Wfuxz7i9ql73I99TOexbejv3Z3wMes5sfVcqduvVt+MUaGDaezeAIFQwNf3iVw/dod9oVF8eiV/rEpTR5N1cSHEv/6Cdzv/EiazdGTJq4+LhCGTnE5ebj5GZgaMspnGizuvS90vm+aN8Nk3TdK0F3gQVbGIJp4NJVDbrg6oaYj59PIzFyKvsD88hvzcPNbEhfDjSxIzW/mVqXHpj2VDaT3Yg8iwIzh1slU6sgTQ0Lke/tHe7A09VKIFqqi09bRkyUvr5o3Jy5EwVI6sPalwZEmqof796DymDbPbLiqWTBWqCLFwrItLFztJRXslSUX742vPcOvmyP7l0WVKXAqFQlbdCkQgEDDFcz6aOhrFK7oTUnly7RmH15yQfQb3n9Od3tM7l7kCva5tbYLP+PDi9iuqN6iKUEXIh2efOLv7kqyi+1etuLoYTR1NJrnNVfj9Vce6poz3U82iChmpmby+/47QEasVmpxSmdQ0ZsX1xZzfc5llo9fJbpcCmN17OdPEvQEZqZm8vP+WYxtO02F0K4xMDZjgMofvn0tvhJMuSiwZuJyM1Excutjj0sUOTR1NGUevKO/HqIohq28GcjXmFsFDIpSe35nWrsyWZ8tJTUkjM6sclFyucv1dKjd2yvWv0D9t7KioCNHUVCclRTko99+oskCSf5UiSLJAIEAsVkUsVkVVVZW8vFyys3PIysr5f92SpaqqSoUKmqSlpZNVmLgQCoWoqapy5fBN9Ix0aORuQeqPNB5dll9Prq6pxsobAQgEAqa3WKAwxl2Uy9NhVEsyUjLJzcnlz8X7FdZzS9XAqS6Ljszm4v5rhI1cUyzZY1LLGJfOdnj1c6NGw6okxn/n1ql7NHSui1hdjenNFxD/WjkvAKQ1uJJkz7XoW5IIdG9n7NpYF0udSFfcajWuTtDp+dw8HlemZI+KSIVNj5ehpiEmKzMHfWNdvrz5Suz+q+xbGi33BLb7pA785tub5WM3cHzLWbnbLcqlaezRkMy0TMQaYma09Ct1rAgg4MRcalpWY1rzBbx5KGn2UBWLaOJliXtPCZdGqCKUcWny8vIZGTSQNdOUAzylqlTViOVX/XkZ91bCJGhtJatSlzZXFV3JBwnroaFzfWa09C3VVNTW02JU2G949HRCgASU/PyOxDxUxFDSNdJh1c0A4t98ZU77xSUq1oVCIRZOdXHuZItzF3uqmJuQnpKBWE2VB1eesnTUOj48+8Qw/744d7ZjuPVMpfs4OngAls71GOvmo/AxFvZ18D84lV51J8kAug3ta6OqIebl/bdsjwtkUNM5JCUoHsEzrKzLxisL6G0xXe4FU9Hj2/s8hCXjt3PttPK0hFAoYP8Df14+/MCkbuFKHyvV9ms+BCyO4taN4ibW3oMTCRqxjpuFjWArz8/jROQNpU1bDs0aMGP5QCYP2cjLpxKmlKqqCrvPzMB3wErunPu5/2suLeDIlvMc3ljcxDBvUo2Fu8bTu+6UYrcPnNGRrqOboyJSQSAQkJeTx8dXXyjIL0BNU4xeRR1EqioSXoZAgABQ11YnLyev0PhI4Pzeq+hV0sGzpyOf337Dv98yXsYpBgabmZuwYN9USfvZ/N3Us6uNfVtr1LXUSfqWzMcXn7l14i6HVh2XweM1dTRZGuuHZgUNZrTyKzHeqSJSwcLRvNCUbUjV+mboVtQhOz2LnOw8jm85w+a5u0pNsLUd3pw/wn4jdMRq4s4/khkyDZ3rkfo9jac3XxK1+rjM6JXybh5dfYZfz9BSPwNV1VRZdSsIA2Nd8vPzEYlFfHwRz/ndlzm48qhcA8ajpzNTNo5m1cRNxGyQ35JYvUEVnDra4tnHhZqW1cjOzEZNU41xjrPLBEqWAoOneM6XGXMV9LWxbWOFRy8nbJo3Jjszm9cP3nF881lSEpOZtWMSG73/5MDy6FK3r6Gtztq4EL6+S2DzvL9w7NAU9+6O6FbSLTGyJJW0mUpa7a1MxtUr0s+7G836uqEiEkpGlq4/51DEMYWweJFYxLq4ENKS0pnewrfEZ6C6ploh78gBxw4S3lF2ZjYGlfWZ1nxBmb5b6tjUIvjUfA6siJElv2pb1cC5k11hRXdlEj995/bpe0SGHeHd4w+suiUBuU/xnF9qYgokTYx9ZnRlm+8erDwb0sSzIRlpmby695ajG89w9q+Lxc6PqlmYsTR2ESe2nGVVkZRViedHVYSla31cutrTbkRz8nLySYz/zoXIq+xfdoTEeMXmjnScz6dbEDd/ef7NzE0K/68kvJ8fX5N5EfeaJh4NOb0zlqUj1yg93ip1TVka6wciQXlSp1zl+ptVbuyU61+hcmPnPyMpJDkzM4esMq6q/E8gyRI2kRg1NVXy8wvIzs4mOzunWK2tMqmrq6GhoU5KSqrsd6SQ5DVTtnBkraTholg9ecem5OdJ6smj153i0ZWnhF3w4/mtV/j2CFZ6MSmVf4w3dW1qETJiFXWsasrakL6+/8aVwzfZE3yo2ElT6yFejA0fyhaf3ewNOax02xUMtGk9xIvBPr1QVVMlJTGVx9eel9qGJEv2tPPn0S8jOEIVIZau9SVcmh5OaGqrk5SQQuUaldgVsJ/1csYbfpWOgTYrbwQUa+OqXKMSjh2b0mKAOzUbV+fH5x/cOXOfPSFRvL7/lklrf8ejlwvzOgeU4G7Ik03zRszfN41zuy6hrq2OQztrcnPkN3eB5MQ94mYAebn5TG/hq3QVso51TVy62tNvdjey0rPJzcnl6MbT7A05rPQEt76DOYtjvDm3+xLhf6wv9vf1KupImrv6umLpWp/U72k8ufGC6g2qADDVy4evCkYBikpasR4weAVXDt/E0rW+BGpdCPX++OIzZ3dd5OCKo2SmZ8ng0DeO3yVw8IpSYZkShsYSrsXcZsW4jbILIJFIyO5P6wgYupprxxSnY4RCIbvfriRwxFquH1f8Hlx8aCrx7xJZNmkbmjrqLD/hjX7haIiGthpJiWkMtp2rdF+Hz+9GPatqTOtScpRLKrsWlnivH45IpELg5J2cj1Ke7KlRrzJBu8agIhIypcdyXj0qvZVm+ZEpHD9VvBlLV1eTPyPH0cV0jOx9MHvjSDJz8gibvkvp9obN6kDr3k5MHb6R18+/4NWmESMmtqS/xdRij5u8/Dc0dDTwH76u2O0iVRX2vVzKYOvZfP+SjIa2OosjJ1ClTmV2hkRx4s/L5ObkMXBGR9oMdCVkzCZiD95EXUuNqRFDsfFqwMrJ28jLy6OBozmtB7hzbu8Vgof/HE3T0tVkwJxutB/RnDcP3rMvPJorUbdk5kylqoZMXj8KS+d6HN92nvUzd5Ce/PNiulI1I+rZ1aa+XR1sWzehSl1T4l995mrMbVr/5sWjy0/w77esxAX4r9LU0WT5FX9UVIQEDVlJNQszOo5ujVmdypzbc5nwMevl1pT3ndWVvrO74dczhOu/pM/E6mKsmlni1t0B5052qIhU+Po+gSp1TTi7+xJBg1eWaXEh7IIfFasYMsltLl/fJ1DDshqOhRXlVeqakhhfOAYTGsWbh+/oMKoVI4MGEfjbijIlmoyqGLLmdhCPrjwjPz8f62aWZGVkS1qWNp3m9M6LJfZz0ZHZ1LGqwQRXxcBg6ciSa1cHuk/qQHpKBgKBgEMRR9m3VPlFvo6BNmvjQgrbjQKLgd8r16iEQwcbvHq7YG5bm+QECdT3/2HvrMOi2ve3fc8wdIgYgIViYqDSXXZgAQp267YDuwhBEAQRxW7ddovd3YldoKKoiLQ07x/jDCBDnH1+79lnn4vnuvxn1rCcXLPW830+96NWSRV9Qz2m2M0v18iqeWcj5uyczLpZ2zm18bwUQG3hbIxAUACgjlx9moz0TJTVlFj7aAlf3sczu5NfsVYxWVp4dBbNrRsTH5uArr42CZ8TeXD+MXtDImUmZFrYGLAwchY7Fh1gZ8ABmfvUrKaBaafW2LtZ0dqpOfmAnLwc4WPXcmL9+TI/U0P8POgxrhMz2/tKf7clhoxVD1NsepqjXlmVLzHx3Dh6h7unH7FgryeHV54od6Jpxe0ARAoiAgeG08LOAIc+1jRsXY+k+GSe3XzF4RUni5hcbp7ODJjfm/ndA8s0v1TUlekw1JEhvh4IhAJysnKIff2Zi7uuyRyxrmNQi9BLPuSLKBej8Z8kVVVllJQqTJ0K/Xerwtip0D9Cf7exIxQKUFNTITm57NWZf4r+VUgy/Gumzu8SieR+pXkUEAgEv8a1skr8v9XUVBCJ5EhOTpOePCnIi5ATyOHVM6jEExJJa4NNL3PcpnYjPeUnciIhOwMOsi/0aKmRd2U1JVbcDiQvN48Z7Xz4/rlgdbJKDS1xG1Q/WxoZ15dyeXJzc7HpYYF/3/LNzUuSPVcO3GTFhI0Y2hlg39sKy24mCBAQ8/yjGL674bx0xTj8uj9qmqpMK2eyZ9KqkbTpZ8fX99+k/Ihbx+6zJ/hwkcpfiSRGgri9Rnajk5qmqnQVr7VTcwRyQuREQlZP3cyBZaVXWwN0G9OBEYH9WTVls7RythgoubKauGFl7w2u7L9J4On5vH0YjbdL+Qw5n0MzaGrZGP++S6nZUIc2/exoaKRPUnwyUVeesS80ssjquEMfK6as/YOtPrvZE1y6IaegpICtqzmTVo5ETl4khq8WqlIvyayctmksVt1Mmd3ZX+aoXd3mdbDqZoKjhw016muTmpSOlrYmx9afJXRE2byYRsb6BJ6Zz6lNF1jlubXItsmrR9LQWJ/xNl6lj1P49MayqxEjTUtm8IhEQva8X4GncxAxz2LZcNuPN49iWDQ4gsz0LDZFBVOtlhbvnsYypWswOTkF/59eY13a9jYn5sVn3Cd1ZP/KsxzbUnICJuzEDO5dfEbc++8MndOdflYLZV7oS9TJw4KeQ2yIfhqLTr3qTOy+tMxj1PSl/chTUWSRb8GIpblFAyZ7dqR/kwIzxm1iB2x7mTOxW8lGlESj5nennZs5w3uG4xPWj4fnHrNuftERmM6D7Og+ui2j7XyK/X3E+bmc2Xmdy4fvsvTUTN5GfSBg5DpSE4suKNh2N2Zq+GD2LT/F1kWHEAoFeK4chrFTMyY6ePH53Tf0mtZk0eHpxMcmMNXJt0gSpmpNLVwmdsbWxYzqtasCkJGeSU52Dipqyiwbt15qmpemqjW0iLgbgJqmKtmZ2Ty98ZI9wYdLNaibWTXG59AMoq4+Z1HfsCLf62bWTRi9ZBC1m9Tg3qlHrJ62RcpNGxM2hPaDHJjdya9EQH5htR/swPjwYSR+S0ZLR5P4TwncO/OY/aFH+fCiuPEnEskRcXcxAqF45Od3oDmIU3RmnVvj0NuKlg7NEIiEyAmFHAw/zqqpm8t8THUMarL08kIu7RWP1+Tn5xdpWbLpZYFaZVW+RH/l6kExgNj74HS0dCsz2XZeqcwUicRG0wCWT9iAspqSFBaf/D2FJ9eec2jFiSKJ1qq1qrDybiAPzkWxqP8y8kph6ympKtG6TXPm75mKUCgkIy2T98/Fo6CRa86UmLZy6GPF1HV/EDZmLWe2Fue1SSra7d2s0NXX5se3RCpX1yTm6UcmWs4uV8PgjC3jMevUmsl283n/7KPUkJG8Vz9TM3j7OIbj68QMGaN2hnjtm1buRJOCkgLrnoSQEJfIyztvpIZMXPQ3bhy9KzMhMzpkEB2HODGtjTev7pUMkq5RXwfzLka4TO6KRhU18nLzuXf2UTFD5ncJhUJWPwwiJzuXqQ5eUoMWxOcyRm0NsXUxx7yLMQCxrz6TlJBMS9tmzOy4kKgrz8t83mIekj8nN51jjedWGhrVkwKYdfW1+f454Vd7WyQCgZg7lC/MJ6vC1KlQhf4WVRg7FfrHSCT6+/5vMbhXhaSk/w1j569AkvPzJaNX//5XWSgUoqgoHtmSkyvK5QFQV1cF8klJSUNyuJEXichKyWRaW58SW5wKS1LNu2HODuQVRTj1taV24xp8//SDOycfsCf4SBEmQ82Guiy97MuLO2/wdVtS6gqhiroyJh1bMXPrBOREcqQnp/PizhuOrDxZaj15+0EOjAsfxhbv4skegUBAI5P62LqYY+9mhaZ2JXFTR00tYp59ZJqTd5ETt5I0+8+JmHZsLW3jqqytiYWzMU59bWhq0YjkhFSeXnvB/qWRPLn2QgouPbCsfBBSFQ0VVt1fzM+Unzy7+RrrHmbIK4j4+Eo8BvV7jSqIL8o6DHbExzW4WOy7sCSg5N7Tu4srmYGLu6+xa/GhUt9zCYtGUUWRaU5FUzQShpJDH2tMOrQiK0O8Op4Un4J559YEDlrOlf2lM2GgwPy6e/oRQYOXo9+yLtY9TLHvbYWWbmW+xsRz/cht9oYclTIJllz0pkZ9HTwdFpSr9t1jVk/6znHhzYNoGhrVI+VHGs9vvOLg8uMyT/DFFyee7Ag4yM7AAoNCKBQycnE/Og1zQl5RATmRkJSEVF7ce8eq6dv5+LLgtRSJhOyKWcHikWu5daLkZEz/2T2w62nKSGsvgo94IhLJMbXdQnKycxEpiNgXu5LJbRYycdlgKutoMtMtjLiY70wI6otjLxOe3XpDw9Z1UVRSYJDJXH58k82lUFZTYsfjAEbZL+TLh++sujCXc4fvs3ul7BEXgHmrBpP6PYllk7eyLSqI3avOcmB96cDvTh4W9BzdhiGFYMtDRzjQon41pnUtgCrrt6hNcOR0XFrMLnV/EoUfmUJ8QhqtTOvRu/4ksjKKAuWbmOjjvWMc7k2nF/vbUQvdMDCuR53GuuTl5nH/0nNeP3zP3hWnin2nGhvVw3fneFJ+pHF+300yUjMYMLsHQqGA3Ow8hHJChHIC8vLyyc/LJzsrBwVFEQpKCgDk5eUhEAgQCAS8uveOczuvEhf9DfNOrbDqbopIJEdSfDJxMd94eP4JR1aekgLAAdoOsGN00ADiPyXg33cZ6lXU6DDIHpte5ggEAuLefSXq2guiLj3jyfUXxH/8zmCfPrhM7lpmsrGZVWN6T+uOSYeW/PiSRF5eHlVraDHGdCbRUSWPkElk2rEV83ZPYavPHvYEHxG3THUxKsLQeX3/HUdXn+baodsoqSiy+tESkr4lM7O9b5mJI4Cxy4bSfqAD53ddxaKrMSpqSsRFf/vF0CneMtXYtAGBp+aVmcSo2UBHnBL8Nbabk5XDo0tP2RlwoExDSwIx9uoVxL0zBcdZZTUljNsZYutqiVnn1uTn5fPxxSdun7hPz4ldytUqJtGSi95Ur12Vybbz0NLRxLKbKfZullTXqyZtWdobelR6vBaPzg0hcFB4uY6z+oZ6hF1dSHxsAtVqV+FnSgZvHsVwfO1ZLu6RDfVdsN+TZpaNmWg9V2Z9feGRJZue5lStqfUrJRXD3K4BZTLelNWUWBsVSuyrz8ztukgK4a9RX0ecZio0svTsxksOLj9Om7522LlZMMV+Qbk+s5L00M6AA7x/FoudqwVmnY0gH2JffxZXlBdqbxOJ5FjzeAnpyT+Z1sa71AUrgUBAg9b1mL1jItVrVwPg+6cE7p8TGzIl8X70mtZm6RVfItecZt3M7cW2a1avhFmn1ti7WWLW2YjMn5lklLJY90/Vv2vqbNiwhg0b1rBly0709RsQFfWYoCB/MjMz0dXVZf58XypX1gL4y9sqVCGJKoydCv1j9PcaO6ChoUZSUtn1zf/t+quQ5L/KyClLhbk8Cgrii/ns7BxSU9N/XXyAgpwC8goijq05zfaF+4pcYMjSjC3jsXQ2EY8IFaqrlo7W9LWluXVjUn6k8fT6C55ef8mA+W5ErjnN2unbynxdlNWUiLgTSE52LrM7+1OzgY50tEZBuaCe/HDESekFmQS0u6hf+Spq7Vws8Nw4lsSvSVSpoSUdAdi75LDMNiiRSI6wa35oVtfA08lb5gmukooixu1bYt/bCvMuRiiqKJCXl8/lvTdY1C+szMdUuGXKz32p9CRT31BP2txVrXZVvn2I58bRu+xdcgTPTWNo0LIe09r6lOsEV1IHu9VnLz++JOLoboOhvbi56+Wd1xxacbIIqFizeiUi7gQSF/1VJoumsIRyQppbN8EvchbyivJkZ2bz6c0XLu6+xoFlx0o8OTbt2Iq5u6aUaH5p61XDwtmYNn1tqd+qHsnfU1DVVCEjNYMRLaaWCw49MmgAXUe2E4OYTz1EUVlBvOLqaoGlswn5+fl8eB7L+Z1XObH+HDa9zJi4ciQRkzdzYuN5qtWuQhsPGyycjanbtDbyiiLunn5EwKDlZKRlYmDREOdR7bDuYcbXD9+5tO8mt08/otvINtRtUYcJ9j4oqShQqYo6ALFvin5+tj5fwma/QzQwrIOjqxkjTWaR+FX8vPpM7UrbvtaMMJmNvIKIMcH9aeNhTW5OLvGxPwgctorXD2MYFdCXnmPa4z9yHVeO3pf5OgyZ052WNo2Z1FlsrnQf7kCnAbaM7hhc4mu3+54PC4es5OHlF1h0NGRaxDD6mnmRlVlyS5+ahjJ/3vGhe6dgsn59R8NXDebu4btsW1zUdDgYu4JhDv4kfC37fWzUsg6h+ybw6lEME9v4F9uuqKLAvrdh9Gk2jfTkop+3+oa1CTk6jbzcfJ7efEVcTDzNLRuipV2JBX2X8+TWmyL3V1ZTxHVce/pM6kxudi4JcUkoqihQqYqa2LQRCsjOyiEpPoV94acQCAVoVldHRU2ZJqb61G6og5KKIj9TM8hIy+RnWgYvbr9hw9xdKCjJU7+VHvqGehi3bYGeQU1iX8fx5OpzTDu1RkVNmbUztnNi4/kix0vxRWRdWjk2p5VTM/QMalG9dlWyMrPJycrh1f13zO8WUC5YsGolFTa9WIZIQYSCkrx0FPJwxEmZTUcATn1tmbx6JOHj13Nq04Vi2yVQYxsXC6y7m6KsroxAAAKhAPdao0kux3d1xpbxmHU2wtNxAe8ei49ptRvXwKKrCY4e1ug1q03iFzHUeN/SY2hUUWPBXk+2+e4pMxkI4nTI2kdLSPqewr7Qo9i6mGPasTU5WWKo8ektFzm18XyRlOCIxQPoOrIts8pINElqr3tN6oKlswlCOSHfPnzn9okH7F8aWSKAWigUsvz2ohLbsiQtSw59rKTmWUpCKnUMajG7s1+x0TlZ0tarxoo7gdw8epclw1YilBNiaN9UDPXtaYaKujJx0eKK9oPLjpGckErAqbnUaVKLidZz+SYjjfq7nPraMnnNKCJXn6KZVRP0W9YlKT6Zp9decGj5CR5fKcrzkoypvbr3Dm+X4BIZTYXNM3s3S36mZfAjLokjK0+WmmaCAvD2hjk7OLi8IP0qEAikCRl7N0t06lXn+6cfPDgfhXH7lnx9H8/M9r7lGlMbHtifrqPaMb2tD1/fx0sNmZJ4Pw1a1SX4vDcHwo+zeX7pCz4NjfRZcsGbnPwcKQfxf0X/rqnzhsM5gAAAIABJREFU4sVz1qyJICbmHYsXh1K3rj4eHr2YPduLli1bsWnTOj59imX27AXk5eX9pW0VqlBhVRg7FfrH6O80dgA0NdVITPznGjv/l5Dk/x+Slxehrq5KZmaW1OzJy8sj62c2Vw/e4tXdt7TpZ0u9FnokfEnk/plH7Ak+XCRWX2BuVGJaG28+vSk5JaGorIBRO0OmrB2NqoYK2ZnZvH4QTeSaM5z7s+QxEYm58eK27GSPvqEe1j3McPSwpnqdanz7EI+CkjzqWupMtptXroaVtv1tmbByJNt9xW1c6pXVMOvcGicPG1o6NpcmhA4tP8Gdkw/QrF6JFbcDiI9NYE5n/3IBHadtHIN1D3PO/nkZS2cT1DRV+fy2ZJPDqJ0h8/dM5djaM6WaX1VrikfW2g1yoF7zOuRm5xJ19RlbFuyWNpGVpCF+HvQc35lF/cO4frjA/JI0d9m6ikHJAqGAD89juXP6ET3GdeTWsXsEDYkok0UjFAoJueRD9TpV8XT0QqQgko5BlQRK7jamA8MD+7Ni/HpOyrhQ/F16zWqz/IY/3z4mUK2WlrRl7diaklecvQ5Mo4WNAdPbygYxS9Jc1r+YDLUa1yAtSZzeSk/5iYq6MorKCkQ//cjt4/dJTUpnwDxXhjSdTMLnou1LGlXUadvPFvveltRuUgORvAh5BRECoYC83HyyM7MRCAQIRUK+vo8ncsMF4qK/MW3tSO5feEor2yZMbutLzNMCc3Hd/QAi11/gwIqT0tu061RFWV2J989ipcePdfcCSEtKR7deddybz5D5WoREenLzVBS7lon3Vbm6BhtvetPXzId0GWZAjbpVWX5kMj31xktv2/IggD1rznN061WZ/4dEO+764jVvL1GPPyKUE3DkxDRGWy3g87tvRe637clils3ey+0LZVdei+Tl2PPQj4eXn7PAXXZt/Jrr3hzbcoVD684Xuf3wh3Cin8aywCOchC9J0tt7jW3HgJnd8R4YUQTE3KiVHr67JvLhVRxLJ23hY6FUmLyCiJzsXNQrq+Iyth3dhjuxcFAEd88WtAQZOzVj9qbRRF15zu6QSHTqVsO6uwlGTs25fy6KkBFrqNO0FsbtWmDlbIy2XjXkFUVk/czm7I4rrJv5Z5kpws4j2jAysD/3zz7m4p5rOP/RgYZG9Yhce4bVU0uuuxeJ5Fh+OwB5RXmmOiwgPfknrZyaY+dqgVU3UwRCMZfl3J8FSYZek7owxNcD/35Lixw/SpK2XjVWPwzm5e03VKqmIZOh87skvJtJtvNkmudQ0DJl39sK6x5mpCWlk5ubx8rJm4pxxGT97ZpHS/jw4hPznAOkhoBkxNiqhxl2rhZoaWvy9UM8NyPvUVlXE/NORng6epWrHbKFnQELj8xi1+KDnNp0QWrIFACo33B01WkpgFpaFf8zC08nL+mxpyTJK4iYt2cqrRybk5meiUKhRrBDy0/I/H2qY1CTsCt+nNl+iRUTNsjcb61GNcQA6j5W1GtRh9zcXBSVFZnfPbBcY9CdR7RldMggAvov49ohMVtLRV0Z4/YtsXWxwKxTa/Ly8vjwPJZzf17h2pE7rLi5iMeXnuHXd2mpY2oSzds7lRbWBgQPXYGBZSNxmqnOrzTT2eKjgOZdjZnz5yRWTi4ZvC1RZW1NbHqZMXLxQOQVRaT+SOPNo2hObDjP+R1XSvy7MWFDaD/QgakOC4p9PmTxfhLjU9DRq8a+pUdZNaX0EcNGJvVZfGY+Ofm5/4NJHRUUFRVISkovMlpcXmVlZTF+/Ci8vPwYP34UixeHkpmZib+/N1u37gYgMTERNzdnTp++zLNnT/7StgpVqLAqjJ0K/WNUYez8dRVAkrPKvaLy7/B0/lUpKSmgoqJMSkqa9ORAJJJDUV6BLb/F9tUrq4lj9R42tHRoSlrST17cfs2ZrZcYHTKIr+/jmdt1UbnMDUmyZ0HPxeRk5WDnZomdqyWqlVT4/FYMtD0QdkzKgTDt2Iq5O6cQubZ8yZ6aDXVZfT+IzJ9ZKKkpkfQtmUcXn7A3NLJYNa1EQ/370mNcJwIHhnP1YPGxLkkblL2bJVY9TFFRUwYB/IhLZEiTiWWu3knMDW29qng6eUsj87Ua1RDXk3vYFBtZM+vcmuEB/Vg5eRPH1p0t83WVtEy9e/yBY+vO4NDHCpP2raTNXZGrzxQzOebtnUprh+bM7OBbpgHUyFif4QH9aWrZCAQCaTVr4TGo36WioSKtWJ/R3rcYQ6MwKLmZdRPSEtPI/JmFrr42M9r7FhltKEkSEPOFXVcJH7segVBQCJRsjpKqEp8loOQVJ8jOyGbZDX/UKqsy1cGrXCvOY8KG0GGQI0v/WEN2Zg5ZmdnEvf3Kx1efycvNQygUsit2Fdv9D3BoxYlS9xVywZvEr0n49FlabJuWjib2bhZ0+6M9lXUqoaCowJuH0QSNXFvkwkSzugZbn4UwqJlnETPid6lpqrDjdRiDW0xn8fGZXD32gE3+h4vdb+t9P0KnbOdeIRMlNNKTB9ffsnlJcZZTl/5WdBtgyUjLgpXLrsMccBvfkcG2C0t9/uFHp3Du4gt277xBg0Y6BIX0xa3uhGL3Cz01i1sXn7NzedncGZtOhkwM6EPqjzQGt54l8z4jfN2ob1iHWa4FKbnQY9Op3UCbERbzZb6OHQbYMNqvD/7D13D7TBTm7Q2ZuXYEu8KOsSv0RJnHonYeVowJ8GB+7zAqVVOn61AHatSrjmolFUTy4sYtoZxQevEqlBOQnZmDspoST66/5N6Zx9yIvMe7x++x7mFKrwmd0DfU49PrOM7vvMrJTReKMEaq1tLC99AMtPWqEjJiVZExnOY2TZi2cSyKygosG7tOepEtUXlGoxq0rodVNxPs+4jB9lkZWahXViNw8HLOlKM2vW7zOoRc9OH8jsssH7+B/Px8KlXVwLRTKxz7WEu5LJIxoEt7r7P0ii+VdSoz2WZuEf5aSRLXSQ9iw5w/0darhq2rBRpaasRFF6+ShoIGryfXXrCwT2ipRnX1OlUx72LEmLChCIDUxDQeX3nGofATpXJZJEbCupnbOBxxssi2wgBqS2cTRPIiPkd/QbdudT6+/Iyno1e5WGejQwbRcagTM9r58uL2a/Sa1sKiqzEOfaxlVrQ3MtZn8ZkF/xIwePXDYIRyQqKj3mPSoVWpaSaAnhM7M8TXAx/XYO6ckj1yKjHQrXqY0nGIE8pqigCc2XqJPSFHirQiypJf5Gz0W+ox0WoOX98XHMslaSb73la0sDUgPeUnbx9E8/ZhNM5jOhD2x1rObCt9dBTEqaD1T5cS8+QD3q5LMPhl9Nn0NEe1kuyK8kmrRolHwuzmS9vUSpOjuzVT1o7m05sv1G5cQwxgvvWKw8uL834MLBoRcHIu2Xk5FaaODEVELENbWwcXl964ujqzeHEo79/HEBl5mKCggmN/mzbWHDhwjHv37vylbRoalf76E63Q/5wqjJ0K/WNUYez8NRVAkjPIzi5fG9V/0tRRVVVGXl6e5ORU6UqmvLwIBTkRfh5LuRl5r8S/lSQ5PGb3pH7LeuTn5RP9RGwmnN58scSV0cJjS9Pa+BRL9tRuXAPrnmY4edhQs6Eu8bEJ/IhLpIl5Q5aOWs2Jjedl7rewdOtrE3ZlIa/vR+PjKj4JNenYCkd3a0zatyQjXZzkKMzl8Tk0g2ZWjZnVcWGZ5gaAfW8rPNeP4cbROzQybYCWjqa0nnxfyNFiI2tqmqqsvLuY5IRUZnVcKBMQCr9Mji5GOPW1pZVTc9KTfxIfm8CysWuLVcn/rmZWjVl4dJbU3JC8BxJIqK2LBXauFiipKvHpdRwXdl/Dvo8lapXU8HRcUOSEuCRJ+Emho1bz5OqLImNQid+SeHTxCftCjvL6VzpKt742y6758ezGK3x7h0gZCSVJQUmBNY+CqVRFAwTi78P757Gc2nRB5kUDlA/ErNe0FpbdTHHqa0OdJjXJycpBUUWRMSYzSoVrSrRgvyctbJri2cab6CjZJ+kL9k5Fp241xprPLvX7a9apFXP+nMSQZlNI+Fxa21hdQs4vYEgLTxLiihsOE5YNpnYjXaZ1Cij1sY9c5E5T84ZMcvLFvGNLpq8bhUfzGUVOmieG9KONqzn9W88mOaHAmO05yol27paM6RxSbL/+W0fy4VksETMLLgiFQiH7Y5Yxql0gX2NLvgD/w7sXuk10meW5k56upnRu14w/rL2K3y/Ag5qNdJk3ZG3xnfym4N3jiHvzGdseZvRuMImM9OJGq3GbZkxdPoR+huIK+loNtAk/NYvAUeu4fqzkkZW27paMC+rHgyvPaGVjwPLpf3Jm1/UyH5NEi/ZNpqlZfRSVFTgQcZKHl54T+zqOzJ9ZTF4+lPot9QgYGMHLe2/JzsrB0LYJY5cOQlFJgYipm7m4u2jrk7ZeVRz6WGHvakHdprXIyswmPeUnIpEcmtUrcXrLBVZO3kzKj+K/m3IiObqN7cAgrz4kf09hd9Ahjq4+jZaOJhF3F/PmQTRevYLK/K4CzN01GeN2LXl19y1NrRqLxzbvvuHo6tPclJHkaGFjwMKjs9i39ChbvHbL3KdIXkQLOwNseppj62KOioYyIODwihP86b+/zIUDj1k98ZjVC2+XonXSuvra0patBq3rkfgtmSdXn3Nl/00mrBzB9UN3CBmxqlyjz4Gn51G7cU1mdlhIzYbicWBLZxMAPr78VAxqLBlTKwliXOx1sm2C/7E5ZKRnoqKuwvfPP3jwq/a7JC7LlHV/YNPTjKkOBWNqhSWpaHfobYVR2xYIRUKEckIeX3rGzPYLy3zeIpEcqx8Gk5WZjaejOD0kFAppbNYA655m2LlYoKWjybeP37l1/D77Qo7SdqAd7jN6MNc5oFztjTUb6rLsuj+X917n5d23BWmmxHRe339L5JozxczIoLML0NXXZqLVnFJNP3kFES3smjIqeCC1GtUgLzePz+++cPXALQ6GHy9xbFcyEvby7lu8XYKLmX4SNpNjH2v0W9YlOT6Z3Lw8tOtUY6jBRJnA8N8lSXJtnr+L/WGRKKmKx8tsXMwx72wkbS+7uOsabx7GsGCfZ4WpU4Kioh6xdu1Kli6NQCAQVBg7FfqPqcLYqdA/Rn+3sVOpkirJyen/EbPj/0oSSHJq6s9yM3L+LyHJpUkgAHV1NYBfkGTx/6cgkic3M4cZ7X1lnhj+rk5DnfgjbAhbFuwi6spzbFwscOhtRaWq6nyO/sql3dfZH3ZMOjKgpaPJ8lsB5U72VNbWZOllH7R0tRDKCUlOSOHJ1efsDTnK899qxyWSjC2d3HieVVM2F/vMyInkaGFrgJ2bBba9LFBUUUQgELeODGo4vtQRMon6z3elz7TuBA2N4NIe8cWdTt3q0uaueoZ6/IhL/MXlERsNSy548+jSExb1DStX00jg6fnUa16HNdO3YNTWUMx6ycsn5tlHTmw4V8w8azvAngkrhrPFaxd7Q46Wum+9prVoN8iB7mM6ICeSIyEuketH77Jn8SGZzV0STV47Gns3S+Y5B/D4clGTSUVDBbNOrXDoY41xO0My07P4EvOVBq31Obj8uMz34ndJQczKCng6efH90w/pGJSDuzWVtTX5EvONawdvsS80kqT4ZDH0eHYvgoas4NLesiuPazbUJfyGP89vvvpleDUhNTGNFzdfcSC8OChZKBSy9OpCtHQ0mWy/gG8fZFesWzobM2vbBP4wmcGnUlaXhUIhOz+uZPvCAxxaearUx7riph9Pb74mYupWmdt3vgtn2cTNXDtS+ijE1mchbPbdx5k/xeNRyy978SX2B37D1wGw+MAkdPWqIq+kgHuzomNatRtqs/TYdFwM5xa5XV5BxJ4Hvoyx9ynGBFp7w4dDm64QuV32+BtAM1N9vNYPp0eXJQQEe/D5UQwrpv9Z7H6m7Vswedlg+pl7lfocq9eszJozM+nbYAKhZ+dxfMtlDqwsnvJRVlNk9+ul9G0+g9SkdA69X8bds1F4948odf8AVl1bM33VMAC+fkwgLiZezBLKz+fJzTccWnOu2LFeWU2J4COeVKtRmbO7rtFpkAMhY9dzcW9BikYgEODu2RV3T2cCh67k2mHx+ymUE9JxsD3D/d35Ev0NX48wYl8VPz4JhQKG+Pah2+h2xH/+QRXdymIGSAdfvn8q+UJXWU2JzsPb4DLFGY0q6siJ5IiOes9Ys5nlGn3xOjCNZpaNmWI/nw8vPhUZ25SkTmJff+bCrmsciThJ6zYtmLV9Ihtm/1mEZ1KSlFQUWfN4CT/ikrh64CYO7mKGzo+4RB5efMKBpZFSA1mikUED6DKibN6NioYKJu0NcZniTL3mdcjPy+Pd4/ecKiF1UljLby1CTVOVybbz+fGlwJgtzGVx6GMlHQOKj/1Bc5vGeLsEFzMlZElLR5NV94OIuvocP/el0lbEklqmAObtnoKhXVMm2c4rV8GBRVdj5uyczI0jd2hq2RiNKmp8eR/PjSN3ZFa0KygpsPbxEhK/JjGj/UIy0mSPlFerXVUKy25ha0BaUjpx0V9ZO2NbqY1tIE5yhV7y4cSGc6z2LBgVlFeUp5VjM2x6mWPVzRQFJQVxg+O+G1h0MUa9ihqTrOeSWAIUvrDEQOnB+PcL4+OLT5h3McahjxX6hnr8+JrEk6vPORh+XPrZqVRVg7WPl/D4ynP83EPL/F6oqCsTds2PqjW1EAgEYlj2q0+c33m1CIC5sIzatMDrwHSZSS6JGhrpY9HVmIFevcnPzycpKaXUz+g/Uf8Xpg7A1q2b2Lt3J/LyYm7kt29fqVxZC1fXPpw8eaxiFKtC/99UYexU6B8jOTmxGfB3SUND9RfQ95/xUVZVVUIgEJCWlvFfAUkuLKFQiIaGGtnZ2aSlFcTsFUXyyAnl+PzuC4cjTpZ5cjsmbAgdhzjh5xFaLNlTo74O1j3McOpnQ50mtfj+OYHX995i0qE1l/ffIGT4qjKZLCKRHKFXfKlSQ4tpvy7yjduLG5bMOrcmJzOHt49jOLburHTGvcf4Tgzz78eqKZuktd6lqXrtqqx+GEzsq8+oaKhQvY4YPnz9yB32LjlS7OQWYO7OyRi3b8nsTn48K8FckpyIO3nYYN7FmLTkdBQU5fHqFcSt47LBtRIpqSgScTeQ3Bxx7bvkMQgEApqYNcDGxQJ7N0sqVVUn7t1XLu+/ibKaIl1Gti/GxylJ+oZ6BJ1bwJ2TD1k3YxsmHVvh5GFDU8tGpCSk8vTGSw4sPVYEZhl83ovajWrg6eRV5gqknEiOMUsH036QI5npmcgrioh9Hcf5HVc4tOKkzJNbKYj53VfmdpUNYpaYZ04eNui3qktuTg5KKkqEjlzN8fVlj6m1dGiG98HpRVhFCkoKtG7THDs3S6y6mUI+fHgRy9ntlzn352XCbywiPSWDGe19Sfkh24jU0FJj86tlrJmxjRMbSk+ULdg7leq1qzLOcm6px4bGpvoEnZ7H4Oae/JAxHmTVzZgpEcPoU29Cqd+luk1rseziAtz0xpL5K8FSQ786Edd9ObLhIs0tGlC9phaxrz+Th5DZfYqzaXZGBRI6Yzc3zxWsuJvYN2HK4t54GHgWu/8ov97UN6zLjL6lmyX7nixi3KiNrFgzlKkdA3j7uHgSQSQScuDDCgZYeZOUULIRPHBqJ0ztGjHWaj6D57vQ0qEpUzoGyryv375JgIBXD2PoPsKRIUazSfwmO0EnkVAoZMujAK4ff8Ch1WcxtGlMrQY6KCrJIycvh6FNY1TUlfAduFIKWtauXYWw07N5de8ti4asIi0pHetuxkxfO4pVM7ZzfFPRsSV7V3OmrBiGX//l3CoEvFWvrMowP3ec+ljx8fVnTmw4T+S6c+Rk5WDpbMS4sCHIieRYOWUzF3ZdQ0VdmXHhQ7HqbkLw0IgyG5GaWzfB/8Qcnl1/SUMjfQQCxKM1Wy9xYt1Zmb8DEl7WZJt5RZrwCkvfUA+r7qY49LFCr2lt0lN+Ehf9FR/XJWWaD5WqarD6QRBvH71nQc/F0vSQNHXSxwqjNi1+NSy95/j6cxi3Exvgnk5evH0UU+r+oSAlsXvxIe6dfYx1TzNsXSyoolPA0Nm3NJL4X89PJJJj5f0g8nLz8HT0kpmGKiwtHU1m75hEE9MGCAQCUpPSeXXvLZGrT5cI8detp83yW4u4fvgOS4avLHaMkHBZbHqZY9NTnGbKy8tDVUOFP4ymFTO6ZMnezQrPDX8QPm49pzZfAECnXnVpmqmhkT5J8Sk8u/mSA8uO8freO9ZGhfL5dRxzui4qFUYs0dhlQ2k3wJ6VUzbRwtYAS2cT5ERyRYy+wqNljYz1WXx2AQfCjrF5wa5S963XtBaW3U3oP88NoVBI0rdk7p97LB0vK0k9xndiqF9fMST/NwC4aiUVjNu3xM7VAtMOrcjJyePz2zjqNa/DtcO3WdR3WbnOz+bvm0ozyyZMtJrDl5hvNDTWx9LZBDs3S3TqViM+tijvR9wiN5VVU8oetW7t1Bzvg9PJzMmuMHX+BUkSO3Xr6uPu3pM5c7xlApL/yrYKVaiwKoydCv1j9PcbOyqkpmb8R4yPf0d/HZL8nzF1RCI5NDTUSE/PICNDfFIlEAhQFMlz/8xj9gQfxrKbCY7uNmhWr0Rc9Fcu77vB/qWRRdI1QWcXoNe0NjPa+5SZ7KlUVYOJq0Zg2rE1QqFA3IZ14wUHQo8Va8GQSLN6JZbfCuBH3A9md/IvdgItlBPSzKoxtq4W2LlaoqKmRFZWDpWqqDPXeVGpI2QStbAzwPfQTM7vvCIdW5LAh9v0taWhcX2S4n9xeZYcITrqA8tu+KOupcY0J2/ior+W+X+4TunKIG93/vTbh259bax7mCGUE/LhxSfObL3IsTVnipyg6dbTJuxawQhZaUyFGvV1sOpmwrDA/uTl5PIzNYOrB2+xO+hwqRdNls4mzNo2gT0hR9jqvafINiUVRYzaGWLf2wqLLkbk5OTy4fnHX2DTJKa38S7XqqiEVSQx/eo2ryNmCLnboFOvOvGx37l17B57lxzl64f4X0aTF7ePlw/EDBB2zQ9tvWq8uP0aozYtyEjL5PXDaI6uOiWz9l7S+LV2RsmrooU5Dx0GOYgvmnLzeXbrNQ/PR3Hn9CNe33tX7O/WPwnh/bOP+PQOLfUxWzobM3PLeEabzOTz29I/P+seBXHz+APWzZV9kbP6tj+XD95mm//BUvfju38KKQlpLB6+usjtJu0MGerjxo+4RBaPXMPmqCXsCD3OnhWni+1jSmh/1Kpo4DNqo/S2qcHuqKspsKDv8mL3165dhbU3fHFpMYucUkZQV5+ZSdTTWOwcDHAtBGD+XZsfBLA59ATnD8pOJgmFAnbc8WHZ+I1cPnib5taNmbd9HO6Npsq8f/VaWqy+7gP5+WxZdIjMjCxsnI05t+cmZ3aUANnePo5qNSszoY2fzM+nQCDAdUIH+k7rivfAlcS+/kLEhXmc33OdiKlFmWCm7Q2Zu3Uc0zsH8OK3sc+2HtaMCx3ILOdAnt14XWRbtdpVaD/AFid3K2o20CEjLRORvBzr5+zg8IqTxZKAjh7WTF41kqsHbxI4sPj7BGDd04wZm8ezad5O9odFilMnxvrY9DTDvreVOP3z4df3NfQoiXGJrLgTiJxIjqkOC8rVOice3+zDzsADtLA1oLmNOMlR0miNtl41VtwK4N7ZRwQMCC8xJSEnkqOZVWNsepnh/EcHsjKySUlI5cy2S+wPLT4OW1iWzibM2j5RZkpCwtBx9LChsUl9UhJSeXHnNQZmDfn09iszO5ScWCms4YH9cR7Vjlmd/Hh17x2tHJth28sCy+6myCuK+PzmC5f2Xudg+HF+pmZIEyunNl9g5eRNZe4fYG1UCCpqyiR+TaJuizokfkki6uoz9i89xovbr4vdv9NQJ8aEDSk14aispoRRW0PsXC2w7mlOfn4+ciIh62f9yaEVJ6RtkyXJc+MYLJ1NmWI3j5inH6W3129ZFwtnY+zdrKjZUIeEz4ncP/eYx5efMS58GNsX7mN30KEyn7OE85OTnYN3r2AMLBth52qBcbuWZGdkE/30A2e2XOT0lovS39fe07rTf54r87sHlspBkuzfqocp0zeNIyMtExUNZeJjv3P75EP2hxwtsb1s4ZGZ1G9VlwlWslvCKmtrYta5Nfa9rTC0a0p+fj7yiiIu7LxGwIBlpT4m43aGLNg/jczsbHJyKsav/hVJjB19/QY8fvyQoCB/srKy0NER15ZraVUB+MvbKlQhiSqMnQr9Y/R3Gzvq6iqkp2eQW454+N+l/3ZIsqKiAqqqRSHJcnJyKMnLszekOO9Ap151rLub0aa/LXpNa5MQJ676NGpjSGpiGjM7LCwSQy9Jo5YMpMuIdvj3Xcr9s48xamuIQx8rzLsak5uTS3TUB46vO8OZbeJYawMjfRafnset4/cJHhJRYsWpREKhkDWPglHXUiclIQWdetrEx37nZuQ99iw5Il1tLSxJHHv97B0cDD8mc78q6spSLo+lswnZWTnIK4gIHraSM1vLBoROXf8Hti4W4tr3QmyBhkb6WPc0w9HdWjoycfXQbZ5ef8mMzeM4veUiKydvKpt3oCBi+Y1FqGgo4+0STL0WdXDsa0NL+2bSevID4ceLxN8lfJzyACOFQiG2rhZMXfeHGAwsEhL39iuX9hYdr/td8/ZOpZVDc2a295XJrqmiW/lX7b0NBuYNyc4SQ2Iv77/Jwt7FOS6/S5xoEgO3p7cVG02Fx+tselqgqCxP7Js4zu+4ypGIk7jP7EGvSV1lpstkqUGruiw+u4CrB25x59RDWtgaYGDRkJoNdFFQVuBnyk8yf2aRm52DpnYlcrJyyc7MIS83j5+pP3n35AP7lx7jybUX0n1qaKmx6UUYq6dvL7Phy87NgskRw+nfZDLpycWTS3pNaxJ+0ZsBzaaQVErSRCQSsudDBDO7Li5mIBTfnxeDTOeR9L34xbBpm2ZMCungzGkuAAAgAElEQVRPPwsfQGys7rnvwzz3ZTy5UfziEWDXyxC8hq3n+YOSkxPjFrrS0d2C6OexjLX1KfF+UyOGoFpZHd/RG2VuN3U0YGqQB731xoqft7wcBz6vZqTlfOJiZI8Wztv8B00tGpD8PQUNLTUuH7yDUx9L7l94it+QoiaYjbMRU1cMYbTVAr6UMIonUceBtozydycnK5uL+28RPlF2s03fGd1wHtEGjwYTi23rNa4DA+b0ZEanRby8W9RIFAqFTNswCmtnY949+YCeQS0CBy3n6kHZIz61G9fAa78nqpVUWDx4eZHjQfexHRke0I8lw1dKR3p+V7XaVbHoKjY5DMwbkZOdg4KSPPO7BUqbm0rT8EV9cR7TkTld/Im68hwQj9a0dGiGnYvY5FBQFBH7Jo5Lu6/z4MIT/I/N4fyOKywfv75cv40hl3yoXrsqi/qFYWDeEAd3a+oZ6pH4NYmoK8VNjrYD7JkYMZzQUas592fJjUYgHtG1dTFnworhyInkyPyZJZOh87smrRop5rA5eclsY6zXoo60ZapmwxqkJaWhWb0SZ7ZeZPHgFWU+Z6FQSMSdQEQKIqbYzyf5ewqqlVQw6dAKezdLjNu3JCcrh5hnHzm95SKnN13AeUwHhvh5sLBPKLfK8d5VqVGZVfeCiLryjJhnsdi7WVKtdlXiYxO4e+oBe0OPFoMaz9s1BUP7pkyymUvs65LHmjWraWDSsRX957lRRbcyuTm5vLj7hhPrz5XaMiVSELH20RJSE9OY3tanSIOkUE6IgUUjrHuYYutigWb1Snx7H09KYiqNjOvj6eTNk6vPy3zeuvW1WX4z4Berbh1Va2oVbS9LFCevjq0tMCUDT82jVuMaTLCcw/dPCWX+H44eNkxZO5prh27T0r4ZKhrKfIn5ytWDtzkQdqyIYWrW2Yi5uyaTmZ1VkdSpUIX+i1Vh7FToH6O/29iRGCb/rT9qCgoilJX/eyHJKipKKCoqkJycKjXHxJBkeYKHls0m0aiiTs8JnXCZ7Iy8ooiU76lEXX9eauoGIODUXOq3rMfM9r7Fqj6FQiEGFg2xdbXA3s0K1UoqpCSkUL1ONbb77mVTGXFsEI88RdwNJPVHGrM6+pEUn4yWjiYWzmLWTROzhiR/TyHqyjP2hhzlxe3X/BE6mE5DnVjoHlrmWBSII+KBp+Zz59RDUn6kYNvLAnkleWJffubsn5c5HHGyyAqmUChkyUVvdOpVZ5qTNx9fljy2VL1OVSy7mTAyaCC52bnk5+Vx5eAt9gQfITqq5CSUZGzpS8w35nRZVMRkkfAI7HtbYdXdFAHisYr8/HzqtdBjnnMAjy6VDbFsYWOA75GZnNl6iYhJG9Gtr41VN1Pa9LOhdpNaJHz+wd1ftfexrz4jEsn9apkqP4i5z4we9J/nyoNzURjaGZCTnUv0kw8cX39OZjVx1VpVWHFrEW8fxuDVK6jEFrLCCaGajXTIzsjm0cWnLBuzrlSGEIB5ZyPm7JjE7uDDbPPdW2y7iroyuvraaOlq4jymA4a2TQkYGE5a0k9ECiKq165CK6fmWHUzISMtk/vno4hcc4aJEcP58OJzmakegN2xK9my8ACR686hoqFMfcM6PLv1Rvo5Czk9h4+vvxAyZn2p++k/qwf2ruaMMJbdECXRklOz+Rj9nbCp22Vul1cUsed5MGO7LCH2XTzGdo2ZtsSDPo2nlLjP5efmcjHyIXvXlDya1qB5LcKPTGFH8FE2+5e8Ut+odV0CD3viajhb5jiu/9bRfH0XR8gfBa/HklNzeHbnLeu99hW7v0hBxNG4lWSkZXL71CNCx20gPSWDarW0WHVjIRt9D3B0/Xnpff98GsR6r32c3Fo+psKm+4uooqvJjqDDbA8o3j4G4ovQtXf8uXfuCStkMJTcJnem34zurJy2jZO/RrYM7QyYs3Us8Z9+sHjwcqKffMTRXZzKWTtzG4cjZDObhHJCXCZ3YcA8Vz6++kTwkAic+tniPLo9Xr2CuH/2cZnPqVJVDdY8XkLMkw/8iEvErLMR+fn5fHguHls8tu5ssSSHBOY7rY23THNDorrN62DVzQSXKV0RyYuBfhd2XWPvksOljn0KhUIi7gYiryBiin3R9JBktMahtxUm7VuSnZVD9JMPxMd+x6q7GX7uoeWq6a5SozIr7wXx+NJTFvVbhr5hHay6m2Lf24rqtavyTUaSY+7OybR0bM4Uu3nlAufa97bEc/1YXj94R4PW9chIy+Dt4/ccX3tGpuEmqUDPSMtkWhtvmSa75PfVuqcZtr0s0K5bjYy0TKKuPmfJsIhS2UvwayTs5iKuHyk6ElZFt7KY9+NuTTOrJkWSV51HtKV+q7pMsp7Ll5hvZT5vq+6mzNw6gdVTN/PpTdyvlikzVDVV+RL9jWuHbrF/aYHJIWEuxX9MYFbHhWW2UGrrVcP7wDRqNaqBQCgUJ69uveLQypMl8n7qGNQk7KofJzaeY/XULcW2Kygp0NKhKdY9zLHuIeb9IBD/LgxpPIGP5eAbOXrYMGXNqCKpqVqNamDRxQgHd2v0DfVI/JbM02sveH7rNQO9e/9PmjpqaiooKMj/MnUqLlMr9M9XhbFToX+MKoydkvXfDEkGUFdXRSgUkJxcCJIsLw85+czq5MfLO2/K3IdNL3OmbRzL/rBj7Fy0n9ZtWmDf2wrLbiYyUzfKakpE3A0kJyu3CCemNE3fPBbbXpZ8ifmGrr72r3Gd++wJPizzYrxu8zosOe/Fw4slA4mV1ZQwbt8SR3drTDu2Rl5RBAIBWxbsZsei/WU+JkcPGyavHsWf/vvZGXBAeru+oR7WPcxw9LApwuU5vu4sfpGzSUtKZ2aHheUaUxgZNICuo9oRNCQCkbwcjh42tG7TgozUDF7de8ehiBNF2mUatKrL4jMLuFWOsSWBQEBj0/qEXPKBfMjLzSMu5htXS2jukkiyol1SokmjirqYx+BhTQvbpmSkZaCspkR68k8GN55AWpLsNE9hjQ8fRtuB9izosZgH56MKjD4XC+zcLFHTVBUDMvfeYH/YMWo3rkHAyblc3HOdZX+sLfO7JhQKWXrFlyo1tdi9+BC2LhYYWDQkOSGVZzIYQgBdR7dnZNAAwseu43QZtc02vcyZsXkcszovkiYRCkskL4d5FyPa9rfDrFNrcrJzSIpP5u7pxxyKOEnM01iZ+52yagRNrRox0cEb7z2TaWxSn8z0TBRVFLm07ybbAw+z+pYfI4xn8aUM82z7q6VsXLBHCk3+Xc2sGtHCujH9Z3ZnuI0PXz+WvNK8cMdYvsYls2z2XuavHkxW6k8WjSi5qWqEjxsNWtdlZt+VJd5HWVWR3Q8WsnLGDiI3lv56736zlCWeO7h1rqgpWVWnEuvOz6Z/k0kkxxd8nl0mdKL9AFtG/9a0JRQK2fV6CUKBkGWTNnNxX9GxPbMOhsza+AfDzefx/XMiC7aNpVJVNaZ0KL15TKIJIQMwbtOMsPEbmbV5DPfOReE/UDZrqIlpfQKOTmdw82kyRxwtu7Rm2pqRRD/9yLvH72nbz5bN3rvZv/RYkQWB1k7N8drn+cuMLG5kSaRZTYMBC9zoPMKJnMwcTm2+yMpJG8v8XdWtp034TX/unHrI4kHLycvNk44tWvcQmxxVamjx7ReXZm/oUSasGE4Ts4ZMtisfzFdSBb7Ndy8/viTi4G5NS7umpKf85M2DaCLXninCClJQUmDNw2BxcqOdb4kJQvhlclg2Ytb2CWjpVCYvJ5e4mG9cP3yHA2HFQcESiRua/Lh64BahI1cXW4SpolsZs1+gYEmSQygSollVg/71xpTL3JAcRyImbeT4+nO/MXTMUNFQIS76K1cP3OJAWCRZGdmsfRzCt9jvzO7oV64KdElqamfAAUw7taaxaQNSvqfw9OZLmVXaek1rE3rZ91ez2qYS9ytZRLB1saBtfzuyM3P4HveDM1sucnD5iVLfE4m5ETJiFed3Fj0+1WygIwVQ6xvWFdd+33yJoV1T3jyIYZ7zonIVEPwROpgOgx3xdPLi44tPtG7TAlsXCyy6GiOUExL76jMXdhfwfvQN9Qi56FPu6neADc/CkFcQkZaUTm2DmvyIS+Tx5accCDsms11TMhIcMCCcqweLjwyDGOxt3M4Qz/V/oKKhQmJi8n/lue+/owpTp0L/i6owdir0j9HfbeyoqooZKv9t1Y7/KiQZ/nOmjlAoQENDjZycXFJTC06wFEXyqKqrkJKQyqMrT8tM3QxY4EZvz24yT8BkXYx//5SATt3qPLzwhAU9F5e5qgbge3gmTS0bSavGK2trSmu0DSwkqZvn0tSNVXdTZm4Zz76wY2yev7PM/SurKRFxJ5DcnFwenH+CnasFisoKxL6O4+z2yxxZeapYpH6wTx9cJnclcNDyUuGjEi5Pr4ld0NKtTH5+PreP32dX4MEyQZYLj86iiWkDZvyWaBLJizC0b4qdmyU2Pc2Qk5cj9uVn3j6MxtHDhp2BB9m+sOQLuMLPe+Vd8Xswo50PSqpKJTZ3SSp0h/h50HN8Zxb1CysR8FlY9VvVI/SSDx9exKKrr40AAe+ff+RkKfXk/sfn0LB1PTydvIowGAqrZkNdrH7VkzdoXY+fqT9J/ZHOtLbeZV4oKqspsep+EOnJP5nezoeUXwZWYYaQeWcj8nLziH76gdObLlDboCZdR7bD2zW4SEWyLLWwMcDv2GyCh6/k0p7S026dR7RhVNAAFvQMQldfG1sXC1rYNiErI5vPb79wdPUZTm4Wmxr6hnVYesmbzT578ZjenTcPogkesZpvH76j31KPOdvGU6VGZa4evkvwqNLrv217mDIxfDDu+hNkcm7UtdTY+mwJqYnpqGuq0rNByekbACdXMwbP6sbYrqFsuzaPUbZefH5X8oWrfrNaLDk+A5fmJVe/W7VvwZRgd57cfM383qUzJgbO6Y5TbyuGOfoXYa4MnNIJM/vGjLGaV+T+1WtXYd29APo0nFyk9nztDR+q1dJiRtfFvLgjezzNc9VwGpvWJ2j0ehYf8WSMrTefymAiARjaNMZn5wQmOnoT/eQj2npVWXp+Phf33WSVjMYvgLnbxlGpqjrTOi6Sub1Kjcqsue2PnJyQZePWc3a77NRQE/MG+B+dxf1zUfi4lTzSGHrJG229ahxecYKOQ52oUkOLuHdfuLz/ZjGWGoiN5KBzXpzeepGIibJH4QCq1aoiHbFsbNqArJ9ZvLr3lu0L9/HwwpMS/w4KjOTfq8Al9dS2LuZY9zBDUUWRz2+/cPXgLToNa8PHF5+Y6xzwL8F8Z7T3JSk++ZcxbUPD1vVI+pbMk2svOLCsYHxS8ryPrz/LmmmyW+kKS1FZgc2vwhEIhYjk5UoFBUskvsgfTvCwCC7ulj0KV6tRjSIV7ZkZWSipKDLZbh5Prr6Q+TeFNSFiBI7u1kVGwpRUlcTAeFdLzLsYIUDAx1fi8bKXd97gFzmbQyuOs3Fu2b+tAOG/kprBQ1bQws4Axz7W1Gpck4S4Hzy69LRYe5mE81OauSGRioYKdm4WjF06BDl5ERlpGaWmxCSatGokdm6WTLFfIDP9Wr9VXay6mWLnZkmN+tqkJqahpVOZExvOsWR4yWZ0Ya24FYCSqiKTbOaR8iNVDPbu0BI7N0sx7yczm5inHzi99RKnN12g/RBH/ggZxEL3skeC7dws8dwwhoysLHJzK0ydClXon6AKY6dC/xgJheJ/f5dUVJTIyckhqxyrNP8JCYUCVFWVyc3NJb0cK2bwn4ckq6urkZGRwc+fBZBkBTkRz2+8ImBAOE0tG+Hobo1FV2NysnN5+/g9x9aeKTLfPn+fmJcyp7N/iQ1QhdVjXCeGLerHjy+JVKlRmW8fE7h17C67g2WzbpRUFAm/uQiRvBzT2/rIbFdRUlXCpL0hDu7WmHVsjYKyAvnA2W2XCB5adkWxbn1twq768eruW3zdlkhPsOs2q41NL3Mc3a3RqVudrx/juXn0HnuWHGZs+FBaOTRnVkc/mQDK32Xe2YjZOyZxZNVJXt55i6O7NSbtW5KRnsmbBzEcWXWyCNBXQUmBFbcDkBPJMa2Nd5kz+fVb1WXWtgno6utAfj5f3n/j2qHb/D/23jogqr3v3r6YGYZGBCwURQUxEEG6y9ajIna3x05sEUFESixQsfvYgYGK3d3dXah0C+8fw4wgM8DveZ/nPve5b9afM8OePZuJ/V17fa61c8EBEr8Ub0yCAhDzxSCeXH1GQJcFxRY/mjoa2LSWNHdZeJqRUdBCVbGKDiNtpsi92vi7bFpZMHPbBPZFHWbN9K2yq/jO3ra4d3NCp0oFPr/6yvm9koRQemomy66HIBAKmew1h28fSx4HAOg2pQO9Z3Zhe/g+GtjVw9ytIWlJ6Ty++oy9Sw8Xi9RXqVWJJZeDeXzlGQFdImRtOr9LIBBQ384YJ287Oo1rS05mDukpGZzdeYn90XEKRyiMm9Yh4oS/BFirAMIsVWPn+gQdmkZg10iuFmo5EggFGFvWxuEPK1oP8kSsqsyLO28wczIlt2AkL2bqFg6sKNrsZullxrzYKSR/T2W02xyF1esAa++EcnjtKbZHymdIzd0zkZ95+QQNiGHJiRm8ffqJeUMVj3apqCmz5c58Lh1/gGnj6gyynaXwsVLterGISV2X8uqxfCNuyqLe1DapgmZFDXo19C11e1sfRXDzwlMWTd1OdlYOQpGArVcDiPhzJRcPFF8oRZ0P4Orxe6yfKwFMz1z/Jw6tLbh1+iEzvCMUPo+qhgrR5+dQQV+L/StPsn7uHoWPlUokErDpQTjbIg6we0mc7PY65jWJjJ/FrM6R3Dlb3ECvVF2XlTeCCeixmBsnihogmjrqLLs4l4T337hx/C4+Y9syp8sCbsTLNx6rGlUi+NB08vNhrNPMIok8VXUxy66HkJWRzeRmASR/k7CZqtWpglMHGzx6umBkVrRKXENHg4B9U9getq9MRrJIJCT6eihKAiU2+G/HsaMN9m2tID9fAozfdKbYYtx7bBsGzu3BvJ6lG8m1Gtag5QAP2v3ZApGykO8fE7lx/C67FhyQGdPyNG3zGKxbWDDRfTav7hd9nLqWmsTs7eKIbWtJG9K399+p3bgm62dvkzuO+bsEAgHLboQiEAqY4OZHyvdU6pjXwqG9pBHMoG4Vvn38wY34u+xeeIA3D9/jPaYNA4J6EFSGRT5IGrZibkfw+NozsjNysGpuTk52rsQ4WF8UFCzVlA2jsWllyQTXWbx5JD8hqKSkJPsu8hnfDpSUUALiN51hx4LYYgwdea9bSUmJCW5+RUxBLV1NbFtLQMGWnmaS9rJ7b0l4m4Czjz2BXSLKNAqtU7kCMbfDuXvmIcG9F2PStDaOHSSGjJ6BLgnvvnE17ha7Fx6UjcJNXj8K29aWjHcp2yicQ3trpm8ey4u7b6hrXktSJ3/vjULej3QEUCAQMN51ltyEahHeTyd7qtauTEZaJo+uPCO8f1SJI8FevVwYu3xoualTrnL9w1Ru7JTrH6O/39hRITc3j+zsskGJ/y/17w5JFouV0dRUJzU1XXa8hEIBKiIxh1bGE+O7sch+SGPqrp0lNdpqWmp8evkZ3aoVyUzPYqJ7WXkpHeg9szOLC8ZYZKmbXi40sKsnY93sCN/Pk+svJAvwS/N4efcNs73DytQyMnPbBKyam3N6+wUcO9jIUjeKarSbNjfHb8dEjqw5yfKJ6xUefz0DSeqmeR9X6lrUJjc7lweXnrBmxtYS61MBfMa3o39AN5aMXs3RQlBcoUiIuWuDgtSNnYzLc37fFdqPaMWbh+/w6xBaptc9ef0oHNvbMKPtPL68/YZje+uCJEsdEr8mcfuUpLlLWvFr7taQgL1TZO0qpb3vVNVVWP90CSgpIVIWIhAJeP/kI8c2nObgyni5V0Xbj2jJkJA+RI1ZTdxa+RwVaT25Vy8X6lnXJSsjGxU1MWMdZ5TJKBy/8k/cOjswo12wDHqprKKMpWdBPXkHG5RQ4u3j9xzdcJpX998yd7+ECxQ1dk2pr1sgELD4YhAVKmkT3GsRxpa1cfaxp6F9PbLSs/j06gs3j9/lxJZzvLjzGiOzmiw8G8i2sH1sDS65japKrUqsuBnKhjk72L1IvrkCkoVVIydTpm4YSX4+7Is+yrGNZ2UL78La8HghJ7ZdQKOCOs17u7B9wUHiNpzBs7sjbfq7oVtVh+zMHF4+eItp0zr0NBlXBC5aWHs/xzCuxXzePPmIoUlVlhyfTn9bPxITFMOYB/l5036gG0t9t3BUwXhXYS0/58/hvy6xf72cxZFQwM7bQfj7RDB3/2T6NJ5cauW4XjUdQg/4oqahStiEzWhWUGf4bG961JHfqNV6gDt9ZnjTx2wKnUY0o+/0juTn5zPGPYDXD+UvdKXqOaU9fWd48/j6C2b3WFpqG9zMDcOpUkOX0S7+xd53vaZ1pFkvZwY0lm9edRrVkq4T2tLTeJzM+K9YpQLLLwZy99wjgnsvJjfnJ60GSq74hw2M5txu+UkHVXUVfNeOwMKjEbM7SRbE+jV0ibo8jxd33uBfQopSViVewOdKS0onLy+PJaNWlwi0lT7vijsRJH1JYkqLQNn7TtqyJR3Z0q+ux9d3CVw5dBMloOVAT/w6hJSa6oFfo1EX9l5l9bTNWLeU1J438TAjMzWT53dec3jlcU7v+JV+CTo4XcJ9cZ7Jp5clp64EAgE9pnvTfao3yQkpVNDXKtIIJu/iRJGRsGYBpKcUh53rVK6AXRtL3Lo6Ye7WACUlJYQiITsjYlk1TT7XqrCq1KpE1NUQLh24RsQgCe9Gahw4F1S0V6ikzZc3CVyKvcbuRQcZEz2EBrYmjHWeyccXis0ZqaxbWuC3YyIbA3aQ+iMV925ONHKqT3pyQUX7b+1lIrGImNvhZKRm4evpL/d1SyUUCWnkZMqkNSPQr67Hz9yffH71lYux19gVqfjihH4NPZbfCOVq3C3C+kcVZ65V18WugEvT0L4eqYkSg0W3qg79TEbz4blieLNUFh6SCvF1s/5iz+JDiJRFNHapX8D7sUOjgjqfX0t4P3sWHyb1eyrLboaRm53LRPfZJb5uqSTnCN3ZFrYXS8/G1Lc1JuVHGk+uPSd22ZEipn+Lfu6MWjqIzOysf+uykP+Jyk2dcv2nq9zYKdc/Rn+3saOmpkJeXl6ZjZT/K0khyWlpmWWeef5XmjpqaqqoqqoUQJIl+ycSCVFRFrP0N+NBkaxbNsFv5ySyM7JR01Tl69tvXDpwnR0R+xUCF6dtHoNdGytm/iGfN6KqoYp1y1+sG6GyAKFIyNPrLxjrOLP0BqgCMK+2nhaTPP1lJ+hGZjVx9pawbqrWqsSXdwlcir3OjvD9uPjYM3h+L5ZPWM/BlfElbh8kIw9LLwfz8cUX9kfH4dbFEeuWTchKz+bZ7VfELjtSrEZ7XMxQ3Ls6MbtjaKkLkzrmteg5vRO2bZsiFAr48jaBi/uvsTMiViHjQSAQEHk2gEqG+kzy8C92oqqurY5taws8ujvTtLk5mamZ/PiSRG2zmiwZvZr9UXFyt1tY2rqaRN8I5fuHH0xvM4/UxDSMLWtLGELdndCvoceXNxIexY6IWBK/JDFi0QBa9vcoM3jV2MKIsJP+3Ii/i1hFhIVnYzJSM3l24yWxy47IvVIfdmI2NU2rM9HDXyGAWklJCZOmtXHytqXndB/SUzIQCJTYuzSOnRGxJTKO1LXVWX4jlOTvqUxtEVjkarNQJKSeVR2aeDTCppUlJk3roKqhQkZKBgKhgGe3XpH0NYU3j95xbveVYukmdW111j1ayNldl1gyek2px6dFPzdGLhrAcJtpCmvQe0ztQIfhLehrOo7szBycOtowcG43qtWuwqeXX9gXfYTr8XfRraqD/07JWNW4ZoG8fVQ8LWPp0YjpG0bSrVAduP+mEfzMyydwYIzC/fToZMPI+d1YNnUr8dtKHkEDGBnaAwPjaszsV3ybFo4mTF3ch67Vh7HkfCBXT9xnY7B80PDv6j6xDd3HtyXxWyrn914hZpp8HoZYVZkFx2ZQ2VAfFXUxCR9+8PrBOwJ7l9w6JBIJ2Pp8EesCdmHT3BxLj0ak/EgjNSmd758SOb3nKkc2/jI66lkZEbrfl5GOs3j3tPhiUkVNzKYnC4mZtpVjm+UlAJRYeMKP7OwcJrWYh04lbWKuBnH50E0iBi8v8tvh1sWBiSuHsX7ODnZFHlT4GrzHtGFAQDeuHL6JpVdjzu2+xMJhMWVKjLYb1pxh4X1Z57eNKkaVcOlkj0YFdT6+/Mz5PVeKjWxV0Ndm+c0wXt17g1/HUIUpOSgY2WrblNFRg8nLzSMjNZM7px+wd+nhEmuo61nVITR+NgdXxrNyctHRKOli3LmTPU7etqhrqvLx5Re09DRRQolRtlPLlA5s1tuFscuGsvDPGI5vPkvlmvrYt7PCvbtTES7NviVx3D51H3VtdVbejeDD80/MaBNcppGw4ZH9aTXAk9M7LmDfzko2XnZ21yX2LD5cjEsj5d0c3yQxqxWpqlFl7No1xaO7M/Ws65CVns3T6y/YHFT6KJyU87N09OoijX3S9jJnb1ucOtoiVhPz8blkbK/lAHe+ffjBtJZzy8T56R/QDe+xbZneOogfn5Mk+9pNMl6W9DWZ+xcfsy8qjrtnJKm2arWrsPRqMGd3XmLR8JWlnj+JVcWsuBWGtp4W+fn5iMS/6uT3RR2Ry/uxaWXBrO0TWeG7gYMrjsndbnWTati2kSRbjS1qk5v7ExU1MdNbB3Ht6O1SX7e0Zn1mu2BZaYGKmhgLTzNcfOxx+MMaoUjIh+efeH77FW5dHMnMKTd1ylWuf6LKjZ1y/WP0dxs7qqpiADLLcOL0fyU1NTHKyv+vkGTp6NX//UdQU1MdoVBIcnKq7CRIVVWMIE/AzD+CuStnDOB3WXiY4b/bl/hNZ4geu5aKVSrg0N4az14umFobk5SQzJ3TknTIs4YiJVYAACAASURBVFuvEIlFLL4QhLa+Fr6ec8p0ZdB7TBsGzuvJ5YPXMXdthFhNkmSJ33SG2OVHi6VDdKvqsPTKfL68SWBG23kKwbzS1I1XLxcaOtQjIyWT988+Ejlkeamsm/p2Jsw7NJ0L+64SOXSFDEhcuEb79zYs5052GNStiq+nf5ni3s36uDEmajAb/LdxevvFgjSTK/Ws6pD4tehxBcmo1LLrEuNhWqu5chMchSVSFhGwbwqNXeqTlZGNSFnEu6cfOL7prNzjCpJFw4LTc7gRf4eQvkvlVstXMtTHoSB5ZWxZh/y8PMRqYub1XKiwIrmwJM0no9kWso/NQbtk+9rEvSEuPvY4d7KT7Wv8xjPEbzzD4otB/MzNw9drjsKruYXVY5o3PaZ1ImrMalQ1VfHq5UrdJkYkfkni9un77I48UOQ9UKVWJZZeDubh5acEdl1Q4kIUwNTWhLB4Pw6uOMrbJx/RqayNfnVdajWogYlVHbIzcrh54i5rZm3j6+uvrH28mBd3XuPfKbzUBYmRmSGLz88lpH80F/bLH0XRM6jI6rvhBHZbyPX4ko00r57OjIjsx5F1p2g7xIvVftuJjTle5DGTVgxBo6IGgf1+1XrXMatBeOwkujaaopBbsfKcH59efKGRgwnzBsdwNV7xQhzA2LwmYbG++DQuztnxjeyJmrIAf58IfMa1oXlfN4Y7zylxe4U1IqQHLXs707fRBBK/KP5sqGup0rKvG0+uv2Defl9GOM3mQwnjJQDjlw6gbpNajHTyA6Bi5QrUbVILfYOK1GpQHffOduQDESPWcOPkA9bfnk/8lvNsKAFc3H5YMzqPb0PfBhPl3l9BX4vll4O4f/ExZg6mXI+/Q9iAaLnvH3PXhvjvmsj1Y3cI6rlI4XN2m9KB3tM78fNnHkfXnWL97G3FGDq/q+eMTnSf4k1A5/AiC9ca9Qwk9dzdnTAyMyTxcyK3Tt3n9LYL+K4bxc3jd5nfZ3ER/pEizdo+gSbujZjWKgj96rq4dJYscMmHt08+cHzTmSJJQWmq4q/5e9gaXPpYnFEjQ5ZemU9OVg4qamK+f0rk9ql77Io8KEs1/q6Oo1szaF5PhSNhqhqqNG3WGJfO9ti3tUIoEiBUFpKVlkUvoxEKk3GFNX7ln7h0smOSh79sP2o2qIFjewko2LB+DX58lozC7VpwAGUVZUKOzWLvksOsm1U23s3ii/OooKfF2llbcWhvg21rS/Lz83n3+APHN58tlsBs1seNMdGDiRi0TCHnRyqjRoa4dXOk8/h2CJVF/PicyK0Td0s8rgDDIvrSepAXk5sFFCtrkI7CuXZ2wLa1JXl5eXx5k0CtRoYcXHGMpaNLbv6TKuTYLGrU+1U3bmQmqZP36C6pk//+6Qd3Tt+X7atjBxumbRrDklGrObr+VKnbF6uKWfNwId8/JfL59VdsWlqQl5fH20fvObHlnNxka6+ZPnT17cD0NvNKrFmvY16LwP1TqFyzEt+/J/1LxvX/lSo3dcr136JyY6dc/xj93caOiooYgQAyygDi/b/QvzMkWUlJAknOy8sjJeXXSbtYpIxYrIySkhJfCpgsO8IVpxi8x7RhYFAPVvhu5MDy4rW56lpqktRND2esWzQhN/snKupi0lMy6GcyukxNSOOWD8OjhxNzfMJlnIjajWvi7G0na5j68iaBi/uvsiMiliq1KhEcN5OLsVdZMHh5iQ1QIEm4hJ2YTY161Vg36y9s2zSVsG7Ssnh+6xX7ouKKnbQ36+3CmOihbJ67k22hiiuXQXIC5tXblfYjWqKkpMSPT4mc2XlRlmRRJBmQuPciLv62eFfXVsemlQUePZywamZOZnoW7x5/wNiqDtfibjGv56JSjQeAOXsnY+ZUn8nNA3h+6xV1mxhJKr97OFPJ8FdzlzQhJOUC7V1ymLUzS28AkUbvlZSUeP3wnWRfC45r7IqjxdJMAJ0ntKPfnG5EDlvBiS2KRznqWhjh1NGW1oO80KighpKSEkfWnWRL0O5SG9Umrh6OSyd7prcJ4sHFJ7LbNSpIjqt7NyesmkuO6/Pbr7l1/C7dp3bk2EaJeVna51m6qNw8dxfbw4q/PwRCAZaeZnQY2QqrFk1kJ/cT3P15flvxYgckaak1DxdyICae9f47FD5u1Z0wnlx/QeiA0qGe294tY53fdg6vOYldG0t8V/9JdlYu3z58RyQWkfczj6pGlVkbuIfDG4v+T5Ycn871Uw9ZJyc549i6CWMjetG11iia93ZmZHhvFk/azIntJSd3dr5YxOTuUbx8+Mv8VBaL2HYzkCkt5/L46gsM6lYh+vI8fIzGlnlRM3XlEBzaNOHS4VsKW6cKKyxumqQmfLDiRBKAtr4m6++EMbnNfJ7ceCn3MUKRkPbDmtHfz4eEj99R01ClX6NJJX5OVdTEbH2xhOD+0Vw9Kp+RU924ClHn5pCZnkUPw+Fyq92lqmpUidBjs/jxJYmxTsV5Rz7j29JvdhcWDF1BdkY2XX3bY2xZW8Y92xlxoBjnY8SiAbTo5860VkE8vPSk2Dalko5s+YxvS8361cnLy+fp9RccWnW81JGt0Hg/atQzYLzLrCKtUdKRLWmVeKUaeiS8+8b7Jx9o2qIJS0ev5mBM6clLsaqYlXciSP6ewpTmgQhFQmxaS74HLD3NyEzP5uXd1xwuxE/pNdOHbpM7MrtjCDdPlGxWgiQdE3NHwrvRr64n29ercbfYuSBWbhuW386JNHZuwHhXP4UJRCmXxrWLA47tbUhLTkcoFBA5LIZTf50v8bMhEAhYdjMUgZISE9xmk/IjVXZc61nXxbGDNa5dJMf167tvXIu7RWJCMt0ndyCox8IyVb9r62oSc3cBT649Z+GwFbJ2TEuvxmSmZfHy7mvi1pwssq9jlw3FvZsjE91nl2j+SPe1RT93Ri4ZSOqPNCroa/H13TeuHi7K0PldC84EoG+gy1inmfz4XPz3QltPS3ZcLb0aIxQKUBIqcXrbBUL7FR/x+l2q6iqsureAT6++Mq11EDlZObLGSYf2v45rwvtvXD96m52RB2jZzx3vsW2Z2iKw1LHjjqNbM2BuDzJzsv8DTR0NxGJRualTrv8KlRs75frHSElJ0oz1d0lFRRmBQCADAf+r9O8OSRYKhWhra5CVlU16upRpAGKhMi/vvsGvfQjqWmo4drDBs5cLxpa1JVdaT95jW+g+3hRwJiasGo5bZ3vJaE0ZTmwbuzQg6OB0nt18Sc0G1REpi3j7+D3HNpzmUEx8sTE1gUBA+Cl/DOpWZbLXHIUgx0o19AqlbkxJT8kgIzWTqS0Ci0Evf5emjgZR10LISM5gastAGROjCOumkz3KYhHvnnzg2IbTVKqhS/uRrZnfZ3ERfoAiGZoaEHk2kPvnH7Fi0kasWpjj1csVk6byWTcA/nt8aezSkGktA0sFEgtFQnrP8qHzhPbkZOcgEAhKTd2IxCKirsxHRV0FX09/uQBqaXOXdF9zc3JR1VBhW8g+1syQ39ZTWLpVdYi6GsL7Zx+Z9cd8MlIzZcfVpXOhNNPTjxzffJb90UcYuWggHj2c8GsfIougl6R6VnUIOebHud2XeXL9OZ49XahnVZekr0ncPfeQHREHivGOwk/6U92kGpM8/EtsypLu67DwvtQwrU7ezzw+PPvEuT2XiV12VKHZ6drZnklrRpYY1S+s6GshKKso8+H5J6yam5OWmM6T6y+IW3uS83uLvr9EYhHrHi/iybXn3DnzkNaDPFHVUOH5rVdET9ggG3scHtEHl052DDSbSGZayd9BwyP7YtO8CYPNJ8lMAWUVZezbWlK1dmWy0rMRqyvTd2ZnRnnN4/1vyRXPLnYMmOVNn6YzitwuEApYe2kORzeeYVOwxNxy+sOKSSsGM6ZFMG+fKD720af9OHXgFjuWn5Dd5tK2CcNmdqCn0UjZbZueLWbt3L2lGkUAulUqsPbGPEIHRDNp9Z/0NBlHerJi1kWNetWIPh/AUJvpuHW2w6u7E3fPP2Lp+OJtR8H7J5GekklAj5JbugBq1jdgyenZ5OdD/JZzLB2/ocTH95nhjauPHUOspsm9f/Hp2SghWYgmJSQx3sWP3FzFvyOaOhpEnplDZmomox1nym4fGzUY9+6OxT57FavoSBKYPZ1pYGdCyvc0Hl1+yp4lh2g7tBlWzZsw0cNfbovQ72rs3IC5B6axe9FBbp28h3MnO1x87FHXUuPTyy8Fo0WHZAkhgUDAksvzUNdSY7yrX6lJPD0DXcYtH4qlV2OUlJRI+ZHK48tP2RcVxw0F45+aOhrE3Ing7aP3zGofUmw0Ssp6ce5kJxsvy87MpoK+NtNaB3HtyC252y2smg2qs/DcXE5uOceSgjRJMdbLjzQeX3vO/ugjXDtyi+AjMzBqaMhYp5ll4tVJq993hO9HS08Tl052aOhoFIDor7Bn0aEi31kisYiVdyJIT87A12tOidwXPQNd7Ns1ZcSiAZCvRE5WDnfPPuTA8qNcPqQY4qxnUJHlN8K4dfIewb0WFzm/kR1Xb1ucO9mjWVGDz6++gBJUqVmZUbZTFf7mF1Z9OxPmH5nJjrD9bA7ahZ5BwXHt5iirk39y/TkHVhzjcoERtfTSPNQraDDOeWapqVaAVgM8GLlkEKe3X8DSqzHaupp8fi256LFn0cFiFxLUNFVZdT+SNw/e4dchRGHNup6BLrZtLPHo5kQTj0akJ6Xz5U0C6/23l3hu4TOhHX1nd/2PNnUSE9P5+bN8GVqu/3yVGzvl+sfo7zZ2xGJlRCJBmc2V/w0JhUI0NVX/UZBkgUCAikiZU3+dZ/HIVcVi8RoV1LFt0xSvns5YeJiRkZqJSCxCU0eDgQ3GlmmkqOUAD0YtHsj62dvYueAAgAQ6W9AwpVetIp9ff5XU50ZK7l96dT5pielMbTm3RO6JVINDetNhREs2B+2ioYMpll6NyUjJ4Mn1F+xbergIbBAkJ9sLTgdw79wjgnosLPHKeV0LI5y97eg+zZuczBwyUjM4uv50qUwWaQNU7LIjrJ62pcj/WMq6ce/uhFXzJmSmZvLs1isM6xnw8+dPJnnO4WsJLRhSSccBosauJW7NCeqY15Id10qGRdNMiV+S0KlcgehrIXx6+YWZ7YLLBHKctHoELp3tuXXyHk29GsuSLPIYQiDh44Qen83FWAm4U9Goxa/klRNVa1cmN/snlw/fYPn4dQrZTFI5d7Jj8rqRbJm3h7/m/xq1kKbE3Ls7Yd3CguyMbJ7ffc2RNSfpPcuHnzk/JeNapYBt4de4Vmi/Jbx78hH7dla4dHagtpkhKT9Sef/0Exdjr3F41XFSE9MK4NC9CRsYzZkdF0vdfsSpOehW1WG0/XRSE9MQq0o4Cs6dbHFoZ42yijKPrz1nU8BO7l94QsydMAxNDUhKSCE3O5d9UXEkvP+Oe1dHzN0aEj1uPUnfU5ixaQzjPfx5fqvkq91ValVi5a0QprQKLvEKsf+uCRgYV2O4a2Cx+5RVRPz1KJw5/ZZz58KvbbTt70LPca3paTKuyONHL+yLSdPajGk2T+Hz9ZjYFucO1oxq+6uFKnzHaF5cf8bSsetktw0N6UUD+3pMaB1S4usEGDSnM01d6zPCbjqhR2bw5d33EuvfF53y4/XDD9Q2q4FeVR12L46j9QB3fnxNxrf1fNnjjBpWZ9EJP4ZYT+NzGRbg/tvGoq6pyrrZ25kQMxSxijJDracVqVcvLE0ddTY/WcT0DmHcv1T0fzRl9TDMHOrxp9UUAAL3T6aqUWX8fcJ5fPW5vM0VbFODRecDSU5IYbzbbObHzaC2mSGTPOfw5uE7hX+nqq6CZbPGuHZ2wK2rI1kZWXx7/529S+OIW3W8RIacwx/WTNs8ljXTt7B36eEi9xma/hrZqtXoV8uWuVtDUr6l4us1p0zpTimbZG63Bdw+dR9LL8m+2v9hVaSeW2p46xlUZNn1UO5feMzcbpGlpjsBgg5Oo6G9KR9ffqZWI8l42Z0zD9i18JBcaL6pjTEhx2axLyqOtTPkpxyl/BTXzg44/GGNqoYKANvD97MlaHepHB6PHs5MiBkm4/xIVd2kGvZtrfDo6UztxjVJ/JLEvXMPObjyOL5rRvD17TemtZqrEIxdWFLejX+nMJRVlHHxscOxvY3CivYqtSoRfTWEC/uvsmDI8lLPbwzqVmXhuUDUNFURioQkfk3m/vlH7F1yWFYn/7uauDcicP8UNvhvl51XFJZYVYyFRyMZl0ZZVRklJVDTVKNnreFl+n1tM6QZwxf0K5JQMqhbFbu2TWV18kkJKdy/8Ih9UXG8vPOGlXcX8PzWS/w7hcsdVf5dwyP707K/B1Fj12DmVB/HDjYSNpEcjlL3qd70mOZNZk5Wiem8f6LKTZ1y/Teq3Ngp1z9Gf7exo6wsQiwWkVaGBqH/Df37Q5JVUFVVJSUlVbZ/IpEIFWVl1kzbzN6lpUNzK9XQY9X9SBI/J0mAg+Tz+sE74tac4Nj603KvHv25oB9tBjcjqIfiilZpE1Kz3q7Us65LZloWKupihppPLDV1AzA3dir17UyY2nIuz25KRiGkTBa3bo44dbBFIBTw9tF74taeJPFLElM2jGZ/dBxrpm8tE2RxyaV5qKqrML/PYupZ18Wrtyt1LYxkaabtYbFF6nM7jWvLgMDuMsOlJImURbj42DF+5Z8IhQJys3N5+1iSEDq44pjC99OYqMF49XbF3ztUbmpKmmby7OmCSdM6ZKZloqWryZ3T95nSYm6ZFjIhR2dRu3EtfL38ef3g3S+GUGd7nH3sERekbk5sOUfssqPYtLZgyrpRbAv9xccpSWJVSaVyfj7sj46TQEetjUlOSObe+UfsXHCgWH18V98O9PHrTHgpjAeBUICZc33aDGmGY3sbAD69/MzxzWfZtzSuRIDnhFXDcfWxZ0bbecUWFqrqKjRyMsXC0wzb1k0xNDXgZ+5PxGpi9kXFsWballLhoCHHZlGtTlVG201TaA7Ws65Luz+b49bFEaFIiECgRMKHH2wO2kX8prNFDDOnDjZMXjcSgUiJxSPXcmzjmRKfH2DV3TDun39M5J+r5N6vX10XkbKQlbfD8P0jnKe35acyhgV1xbSpERP+kBgx2roarLk0h8iRazi3t+gYoX51XVbfCGawvR9f33+Xuz11bVX+ehhBH4cAkn+kUa2mHsvifOlea2QRoGmtBtVZdC6ALrXHlphSUddSZfODMGa0D+X++ceYOdcnYNdEutYaKffvjC2MWHJ6Nj++JPHjcxKTWwWTlpROBX0tll0J4vi2i6zxk4zBLbsUyO3TD1jmW3pTUY161Yg6N4eRdjN49/QjQpGQwL2+VDWqxMAmkxX+3aDAbti2bsIwm1+pqE6jWtB7mjcj7abJ+D8CoYCe0zrS1bcDt07eI6BrpEL2UQV9LcJPzKZSDT2+vf/OJE//UkcY4VeKRkNbnUXDY7DwNMO9mxN6Brp8fZvA5YPF26Ckxn5p45UgGdly7eLAnxF9UVZRJjUxraC5Kr5EPtfg4J78MaKVXDaJtJ7bsYOkSryyoT6JCcnoGVTkyqGbzO4YWqbfYP89vjS0N2W8y0zeP/uEpo4GNq0scO3igHWLJrJ67iNrT3Ji81ksPBrhv9uXjYE72RFeOuRbWgUuFAo4vfMi7l0dqVq7Mgnvv3P96G25VeJSaPX8Pks4v1d+6xlILtBYt7SgeV83zF0bkJeXz6v7bzmy+oTc2vPC+nNBP1oN8GRysznFEqR1zGvJRuGkFe2PrjzDvm1Tjqw9VSK8ubCCDk6jjrkRYxxnkJaUjnULCUPHppWkTv7to3fEbzxD3OoT5Ob+lEGMYybLHwP/XSKRkI0vo0lPTic39yc1Chg6t07eZ1fkAbmJs46jWzMwqCcBXSIUJrPUtdQKOEoOOHW0JT8/H6FIwMrJmxQmZgtrTPQQ3Ls5MsFtdpF9qNWwhsTs7OaIYYMa/PiUyJe3CdQxr0VWbna5qVOucv2HqNzYKdc/Rv9Nxo6amgrKyqL/Z0jyv8rU0dRURySSQJKlJwRqaipoaKgztWUg14/J5zcUVj2rOsw/Oosrh28SPiCan7k/MbWpi0tnB9y7OaKlq8mnF184te08exYfIiM1k/lHZ1HXvBZTWgSWOisPBSmM9aM4vukMlWtVoolbI9KS0nl06Qk7Fx6QtV9IpaquwtKr8xEIBExuNocEBQtF6f47d7Kj+1RvMlIyUVKCXQsPsivyQIlwUP0aeiy9NI93Tz/i1z6kSMJFmmby7OGMpacZ6amZPLn2HCUlJcycTJntHVZia8vvx/Zi7DUWDF6OkZmhLHWjb6DL5zcJXNh3tUhCKDTeD6NGhvh6zeH1A8VX2aVq1teNsdFDeHrtOSZWdWSsm/3LjsiNfUsNFwBfrzkKF33S1I17dycMTQ3ITMvi1b03+HcKK3WhqGdQkairIZLIesdfNe5qmqpYt7TAo7sT1i2bkJ2Zw4s7rzm4Ip6mzSWMhll/zC8T3Nu4aR1Cj/lxbtcldi8+hMMfkrESg7pVSHj/nSuHbrIjfH8RdkhovB+1GtQosV2rsPz3TsbcuQEXY69h7tYQ/eq6pCdn8P3TD64duc1f8/cWMW+Cj8zAsF51RttPl8t3+F3R10NRFouY0nIuPz7LH0fR1FFn7cOFqGupcengDQK7KwbkAvTz70zrgZ4MaDhBLsS1/5wudPNtz8/cPD68/Mpw1wCF2zKoU5moUzPpaT6VjNQsJkf1x7BuZUa5+Mt9/PT1I1DREDO7p+KmqXU3g9m08AjHd19jREAnjE2rMs51drHHxdwM4dSea2wNV9z21H1iG5p3d2Bgo18Q4ujL83h+5w0Rw4uaWlJmjZJAwJldl1k8el2RNF9DexOCD0xhuJMfNetVY8rqYfRpMEFWm1ySll0K5N65x0SNWye7TVlFmdV3wji54xJrZ8tnJmnqqLP+wQKW+W4ifst5GtmbMG+fL34Kvl8MjKviu2Y4BnWrMsFd/sihTmVtoq/MJz8/H40K6lw6cI0VEzeU+JmVtghlpGYyuVlAke/NSjX0sGtnhWcPZ0xtjEn+nsLDS0/48TmR5n3cmds9kisljO1IpVtVh+U3w3h4+SnBPRdhamssG4NS15I0V53bfbnIyNa4mKG4dXZkkqc/z0uB3kNBs9GOiXx68ZnqJtVI/ZHGoyvP2Bcdxw0Fv4XhJ/2pVrsK45xnyh1dFQgFmDnVx8nbFudOdlQ21CcrI4tX994yo21wqalTkVjEyrsRpCWmF6lAr1hFRzZaZObcgPRkyajmwRXHqGFajT5+XZnjE1am33Dpsb13/hG7Fx7Eob0Nrp3t0alcQVZ7vivyQJH3gBTe/LvxIE86lbTxmdCODqNaIxQKSUtO58WtVxxaFc+ZnYrHJSNOzaFyTX3GOc0s1kQmEAgwtamLY0cbXDs7oGegS1piKrrVdFk1bTPbQvaW+rpFYhGr7i4g+VsKk5sHkpmWibaeloynZuFpVoz34zOhHX38uuDXIaRMv+G6VXVYfiuce+ce8vbRe1w7O1DJUL/AlLvFzsgDxUy5CauG49TBhvGufiUm5bQqarLoQhCGpgZ8+5b4Lzln/Feq3NQp13+zyo2dcv1j9HcbOyKREFVVMamppY+a/P+RhoYaSkqQlpZBWT9q/1pIsgZ5efmkpqbJ9k+srAy5knrPnCzJovnA8qMKT76ksOAt83YXGXsprOom1XDqaINnTxdqNTTkZ24uKmoqjLSdWqzVQp56+3Wmq28HFgxeJrsyq6yijKVXY9y7OuLQ3pr8vHxe3X/DoVUnuHf2IYsuBPHyrsREyCyDgTd53UgcO9gSPiiaKjUr4dVbsq/fP/3g+rE7bAvdW+Tkq6FDPYIOTufsrkss/DOmxPYWZbGIJh5mBOybjFAoJDM9i9f33xK39iRH155UeEXUvZsjE1YOV3hsK9fUl7Fu6loYkfQ1GU0ddTLTsxjWxLdMxkC3KR3oPbMzEQXHVigSYu7WUJK6kTKEChqmDqw4hk7lCiy9HMzrB++YXchwKUnjYobi0dWZv0L2YNPaUtaIdvfsA7msG4mZ5SepVC7h2EoXTK5dHGgzxIuczBySElI4GHOs1NSNk7ctU9aPlntsK1bRkbSM9XShgb0JKd9TeXjlKSaWEtNrkqd/qUwPgUDAwnOB6FXXZaLbbD69ktSOi1XFGJkZ0tChHu7dnDBpWpvPrxM4uu4kls0bU71uNcY4TC/V+BKJhETfCCU/L58JHv4KmTBiVTFrHizg6fUXxEzZTNCBqYhVldkctIc7Zx+iW7UiWhXVef/sE68fvMfY0ogFJ2YztU1wEXi0VBX0tVj/eBH+PZegrafJpOiBTGgTysv7ipkXYbET+fTmG8d3XMFv3VAGN53Gt4/yX18jexP8t42li8l4hdsbGdqTWg1rEDB0DZsuzWZKq3k8uvKs2ONaD/SgzywfejWSn3hR1VBh8/0wQvpHcfnQTdntxhZGRBz3Y5TbbN4++ohOJW1mbByJuXN9MtIymeAZyIs78heyoxb1w7q5OSKxiN1Lj7B7SelpR4d2TZm8cih9640l5UdRI9nMuT5z9/rS23ScQoOoWU8n/gztxShXf5ae8WfLvD3sWqjYzBIIlPgzoi+ePV0YZulbZLSxVsMaRJz058qhG4QNiKKhQz16zfTB3LUh3z8lcv3YHXYtiC0yZqupo8GK2+F8fP6ZGW3nlTi+I22DmrJhNCpqYrLSs3h5/y3xG07LEhfyVK1uFZZeCpYZ3L9fJJE3siUQKlGxig5DGk8skwnbxL0RAfumsC10L1uCdqOiJsbSq7FsXEdJoCTjfh2MkbQWLb0SjKqGKhNcZ5VphLNFP3fGRA0mdvlRzJzrU8fciMSvkjGo3QsPFUsgqmmqsvLeAj69/MKMNoqPrbRK3NXHnlaDPElPziAjLZN9Sw6zLyquxJatKrUqEXUthMsHrxMxcFmRY1u4eARaZQAAIABJREFU9tykaR2SvyXz4OITNPU0qWNWi/Eus8p0bBs5mjLv0Ay2he1le+h+zN0a4tTRFudOtqhpqvLxRXFTbunlYDQqqDPepWzHttO4tgyY24MXt19jbGlEyo80Hl95Ruzyo3JTNarqKqy8u4AvbxOY1ipI7libUCTEzLm+hPfjbYdedV2yMrK5fuw2kUNWlGrK6dfQY/mNUK4cvklY/yiZ8aJXrSK2bZvi3tWRRk71SU9O5+mNFxyMicfFxx6bVhaMdZpZIusNYND8XvzxZwsyc7L/w0ydfDQ1NctNnXL9V6vc2CnXP0Z/t7EjFApRV1chJaX0K6n/EwkESmhqqpGb++8KSRagra1JVlYO6em/FoRikTIfn31ieut5pCamYeZUH5fO9rh1cUBFTcy7px+J3/irRnxIaB/++LNFmWHBNRtUZ+HZuTy98QKhSEgDexOSv6Vy79xDdoTvlwsD9ts+AQuvxsxoG6ywWUUgEFDfzhgXH3u8x7QhKyMboUjIlqBd7F54sMQFvkgkZMHZQPSr6+Lr6c/7Z59k92npamLfzgrPns40dmlIWqIEDvrqwTu8x7Rhg/82ufP7v0tdW51l10Mk4OaWc6lcUx+XTna4d3NCp0oFPhVcaS6cEOrt15luvh0IGxBV4hVNqeqY12Lh+bl8//AD/RqSVMjTGy/Yu6Q4Q0gq33Ujcepgy4x2wQrrU+s2McLJ2xaPHs7UMKlGVkYW2Zm5DDYbz/ePJbNuQHI127CeAZMK1biraarKrohat7QgOzOb57dfEbvsKEpKSviuHVGMj6NIhce1Iocup4l7Izx6lJy6kbZrLRiynJN/nS9x+6rqKnj2dGZ4ZH+EyiKy0rJ4++QDl2KvcXzzWbmNNZo6GkRfCyHlRxpTWwaS8j1V4fZ1KlfAs4czA+Z2ByUlEr8kcW73ZQ6sOKbwpF5VXYUVt8NR11bn44vPaOpo8PbJByKHriAp4RfwU9LoE8anV1+Z0TaY3JyfKItF+IxvS9shzaigr0VmejbZGdlo62uRm5OLUFnEmwfvWDNrG28evi/GM5q4cij6hvrM6CxJ/QwO6Ix9awuG2BdPzEjVyN6YgC2jyMrMZv/yY2wNU/yZUVJSYuuzhSydspVz++U36+hU0mLDrfkc3noJKycTBjWWX/ktUhay7mEkhzaclZva6T6hDS16OjGgYXETqY+fDz5j2vDx5Req1a7M9fi7NLAzJjbmOFvnK267E6sqs+ZeOBraanStNUohHLWwNj9ZyM7IA+xRYAIFxU4hMy2LwF5LFG7Db+sYrLzMuBp3m8DukaU+J8DElcOwbmlBH+PR5GbnSsaDdk2S22ynVVETu7ZN8ezpgrlbQ9lC9NRfFxgS1of75x8R1H1hmbghE1cPx6mjLVOaByJSFuLY0Qa3Lo7oVtXhy9sELh24zq7IA7L3nnHTOoTF+xG35gQrJpUMlAbJ9/bq+5GIlEUoqyqTmZbJizuvObzquMKRLSnnZ+WUjcQukz++82tky4kqRpXI+5mHqroKf1r68vz2q1L3y3tMGwYE9SCo+6/RY3VtdQn3q6sj1i2bkJOVy6v7bzm6/hSXD95k+Y0Qnt18yRyf8DK9l0YsGkCLvu6ED4yiVkND3Ls5YmBcje8ff3Dj+B12RR6QlRxAIXjz1nMsGVVyFbiqhipWzc2ZuW08AqGAjJRMXj94y/HNZzm06rjC0aKmXo3x3+PLOr9t7JZjONasXx37P6zw6O5MzYY1SPyciLq2Ork5uQysP07WyFWSWg/0ZMSigczvs5jze68UYRPZt7NCIBLw4eknTm07L/mdESix6n4kbx99YFb7+WVqiuwf2B3vMW3YEb4fu7ZNqWNuRFJCMg8uPGbP4kPFxnKr1KpE9LUQzu+5QuSwFQqNF6kp5+xtS6uBnmSmZ5GUkMzRdaeKMHR+17DwvrQe7PUfaepoaWmirFxu6pTrv1vlxk65/lESif6+5xYKBairq/6fGDv/7pBkZWURWloapKVlkJUluUIlECghFipzteCqkrwTSOlYjWdPSd113s+fqGmqMbl5ADcVtIoUlsMf1kzdNIb9y46wpgAWrKqhinULczx6OGPTypLszGye3XpF7LIjXD54g6WXg1HXUsPXa47cBfTvkgJqN87ZgUAowLOXC9WNq5Lw/juXD15ne3hsEb5DBX1toq7NJ/FzEtNaB5W4ABerirH0MmP6lnGIVZUl4N3brzi06gQnNp9VaMgZmhqw4EwADy4+Iaj7wmJXBavVqYJjextJQqiRJCGUnweVDfUY7zKr1GpTgMauDQjcN5X4jWeIHrcWoUgguXrb1eEXQ+jxB46uP0XcquPk5eWz4PQcqhhVkjRAFTKzFMmjhzMTVv7JsQ2nqdukFsaWdUj6msTt0/fZER5bbJxOVV2FZTdCycnKZXLzAIUJFynrxrWzA+1HtCQ9WTKyuHXebvZFHSkRDqpnUJGoK/N58+g9fh2Kpod0q+pg1+5X6ib5eyoPLjxGSSDAqlljZpWxXauOeS3CT/pzMfYakUNWYGxphG2bpti3s6JWQ0NysnJISkjm6Y0X7F54kJTvqUSeDSwTeFuqxReC0NbXIrDrAlkCydTGmOyMbD6++Ez8pjPERh8hN/cnOpUrsPp+JKoaKvzMzePw6uO8uPsGxw42WHqYET1+HUfWnUJNU5WYW2F8fPmFGe1KX7goKSmx6m4E2Vk5ZKVlUa1OZTR1NAoahNK4dvQ2kcNiiLkdzvbFcRzdLDHEVNTErLsZzLZFceyLUcyLWncjCDUNMV2NxpR6PAYFdMHM2ZTxrRSDj1dfCcTAqDJ+ncK5osC4BLBtZcG0jaOY0XkhD6/+Mo41tNXYeDeUuT0XKRxVaexSH+MmRtw994i6FkYMnteD3sZjS0ykiEQC/noThVhVzNGNZ1k6oWQjoofvH7Qb7Elf03EKuVZ1m9Qi4oQfvespTu3M3DQKh3ZW/Pj0gwkeZfu+FAgFhB6dRYVKWmwN2cvYqMGsmFR6Y5uyWEQT90Z4j2lDY9eGQD7vnnzk5FYJS6skIz1g3xTq25rIWDSFVbmmPvbtrPDo4Uw9q7okf0vh3ZP3NHZpyPrZ29gaXLrRKxAIiqRoUn6k0dilAU7etpKWLU3JyNbZXZfYvegQ6cnptOjnzuilg1gwdEWp9eogMabXPl7M17cJZKRm0cixHik/0nhSqLnqd/X260zXSR2Y1X4+t0/dl7/vQgENHerh1NGW5v3cEKsooyQQsC8qjp0FgPuSNHndSOzaWTPRza8If06nkjY2rS1x7+ZEE7eGpKdm8uLWK64evUWfWV3YF60Y3vy7wk/6U9WoMuNdZqFbrSJOHW1w7eKAfnU9vr5L4Orhm+yKPCh7/9m1s2LG1nEsH7+OQ6uOl7p9nUrabHgeRWpiGpo6GmRnZvPq/lvi1pxU+DvbYWQrBs3vxdyuC7hy+KacrUpMOYc/rHHr6kCNegbkZOeiqq7CkMYTysTqGxrWhzaDm+HrNYenBQlTKYzfxccBm9YW5OXm8ebxe+I3nuHO6fvF2s5K0+zdk2hoX4/gXoupb2eMe1cnDBtU58cnCYR796JfEO6RiwfSrI8rWbk55aZOucr1H6pyY6dc/yj9ncaOJFGjTnKyYn7K/0T/7pBkVVUx6upqJCenkZsrMW9EIiEqInGJo1SFJa3rzErPJi0xjToWRvz4lMjNE/fYEb6vyNVAqbpP7UivGT4sGrGSeAXgVoFQQGOXBrh1caBZH1dQUkIkEkpaLSIPlAk06NXLhYDO4UUWatKxmma9Xalva0JyQjJ3zz3kYux1Ri0ZyPWjdwjrv7RMV0MD90+lgX09preei0gswrWzA65dHNDU0eDji88ShtCiQ7KFjXVLC2Ztm8DBlcdYOXlTqf9j3SoVWPNoMXk/81BRE5NakBDavfiQwsVAywEejFw8kDXTijfKSGXStA7OnWxx7+ZEpRp6/MzLR1VNTH/TMaVGveFXeiik31LO7b4MSK4027SywKOHE1bNzMlMz+LZjZfsjz7C81uvWHI5mBe3X+HfKaxMzSrjV/6JW2cHIoetoEa9anj2cKaKUWUS3n3j8qEbbA/bVyQ9IuHjzOL83itEDl1R4iicqroKVi2aMOOv8QhFkivNz269JG71ceI3nVX4d3ZtmjJ96zh2RuxnY8DOYvcLBAKqm1SlnnVdGU8pPSWT3KxshjaZVIwJIe/vo6+HIFIWMd51VhFjUSAUYGxZG9vWlnj1dkW/ui6ZaZkoqyijLBZx4q/zrJm+tciIgn07K6ZtHE38pjM4e9vy+NpzArtGlum9PWHVMKy8zBlmObkIH0VdS41Gjqb0D+iKfg09NLTVGWgzg4T3v16bR2c7hgR2oZfZFLnbdmpnyYQl/RAIlBjnGcirByVXFdc0NWDRyVl0MR6nEHzsGzUAx7aWdNQfVOpr8x7din6zu3B233WWz/iL9ORMhgR2wdqzEUMtFYOJC2vb22Wsmv4Xx0p4vwBMihmKkVkNIoasIHCvLwKBgIuHbnJ2zxVunS7KfRKJRWx7sZjwwSu4eEB+Okmq+YemkfwjjXl9i7OH2g7yYNDcboy2n0GncW1o1suVO2cfsMF/h9wUZGGpaqiw8lY4FSpps3TMao6sPVni46Vq6FCPeYdnsD86jlN/XcChvTUe3Z2pVqcQ0Dc8lo8vf42vRp4NpFINPcY5zyyReQaS35nBIb1p0c+dvJ955Ob85M3Ddxxdf4pj607J/X0ViUXE3I4gMy1TYVtWkXRIgxpkZ2ajrq1GzOSN7CpD+rKCvjYrboXx7NYr5nQKIyc7V9ZY59pZMrIlEAp4/0wCjT+w/BgD5/Wg1UBPprYIlDsy+LsMTQ1YeD6I83uv8OL2Kzx7OGNsWVvWBrVn8aFiY5J+uyZi5thArmFWWMpiEY1dG9Jjujf1bU3Iz8vnw/NPxRqW5Kmk0ahKNfSwa9sUt25ONLQ3IfVHGgnvvlHPxpj5fRYXaeRSJLGqmJX3FvDjUyJTWwSSnZXzi03kbYe2nhafX3/lYgHvJ/FLkqztbHbHELklAb9Laow/ufacfMDctSHpKRkl8n7GRA3Go4czE91nK+QBKikpYWpTF6eOtrQZ0gyRWISSQIkja06yc0FsqUbr3Nip1LWozRjHGUUaubR0NbFuaYFbVweaepmTk5VDamIa2vpa5aZOucr1H65yY6dc/yj9ncaOhC+jTlLS/56x8+8OSdbQUENZWbkAkizZP1VVMZqaGgT1XMipUkZS4Ff65PGVZwR2XUBWRjaaOhrYtrHEq6cLTTzMJEDjy0/Zveggt0/dZ8bWcdi0sixx3KewGjmaMvfANM7vucKXtwl49HCmUnVdvrxJ4Nyey+yMiCX5t2RN+El/DE0NmNwsoERYsKqGKtYtmzAkpDe6VXX4+TOPx1eesS8qrsRRMrGqmKir8xEpC/H1Kg5iNjQ1wKmj7a+E0IfvfHv/nQb2piweEcPh1SU3X4FkwRB9LYRvH74zvYCl0LSZBAbs8Ic1+fmSppK41SeI33iGvLw8Bof0pv3wliW2ihVWdZNqLL0czLObL1HTVKW2eS1+fErkxvG77IzYL9eUm7Z5DLatmzK9dZDC9JBIWURj1wa4dnGg3dDmpKdkoCwWsXJK2do/wk7MxtC0OpN+AxLrVasoYd30csHUxoSkBMnC5sn15/Tx68rW+bvZOq90M1IkFhF9TWKgTG42hypGlXHtbI+Lj73MlDu9/YIM7A2Sq8CD5/di8chVHNtwutTnkIx3dWdHxH4auzakoX09khKSeXL9OYdXn+Dybwt36SI0IzUTX0//UqvlWw/yZHzMn5zZdZmlo1cXGbkqrA6jWjEwsDtJCcn0Nx1bpoYUn/Ft6T3Th9EOM3j3RL7RJxAoEXx4OjVMq9On8ZRi9627Fcz+1afYtbRo2qNS9YosP+vHMt9NGNYzwLO7A30b+pb6Hbn6RjAHN5xhd3R8sft0q1ZgzZW5ZGfmsGr6Vo6sO1XqazRzrs+AOV0xaVqbe5ee0sjOmIleATy7+arUvx0e0QerZuYMsZxa4ne1fnVdVt8OZVLzQJ7eeImyWIRHd0fcujhg0rQ2quoqfPv4g4sHb7A17AAjI3pTtaY+49z8S92HelZ1CD0ygx51xxThpdRpbMiC+FkSAPFhSVKkroURPuPb4uJtS1pyBjGTN3LyL/kjSEPm96Lt0GbcPnmfJh6NuLj/KiunbCo2gldYdu2smLFlHOtnb2NXZFEzpGIVHewLmCyNnExJTUznybXnGJnVJDMtk4nus0n+Jv+9W1jSKunwQcs4u/MSprbGOHnb4tbZQQb0vRh7lZ0LJAt8dW11Vt6J4NOrL0xvHVQmM1naynj37APM3RrJRrYOxRzn9I7ix6uyoT5R1+Zz8/g95vdZrNBMNrasjWN7a9y6OVHDpBqZ6VncPnWfZePWFTG65P6thRFhJ/w5tOo4KydvlN2urqWGVYsmuHUpaIPK+cmbR+85uv4U7l0dMaxfnbFOM8tU023d0gK/HRNZM30LN47fxeEPKzy6O2FYvwbfPydy68Q99iw6KDMxpI1cSkpKTHDzK7FQACQpvlFLB+PezZGcrBwEAgHvnn7g5FbJGJS8FKaUJfTx2Wemt50nN2FYrU4VSaKroEo8NycXFXUVVkzaIHfE63fpGVRk+c0wrh+9TWi/KPLy8lAWizBzaYCLjx1OHe1Q1VCRjUbvWXyIoeF9cepoy3iXWSVCjKWqY16LBacDOLQqnvdPP+Le3VlmdD25/oIDy49y+TdQ+PyjMzE0rc4Yhxl8+6DY8BSKhMTcDqe6STUSk5LLzG38Z6jc1ClXuX5XubFTrn+U/l5jB7S1NUlKKn12uyz694Ykg5aWJgApKWmyhYlYJCIvJ58fnxOpblyVr+8KxpV+S0ZIZdfOiumbxnJgxVFWTd0sd4GjrKKMpacZbl0dcfa2Q6Qikiz6/LaVqaGi9WAvhkf2Z93Mv9i96NeJWuWa+jh2sMGrlwt1mkgSQjfi73AwJp7pW8aSkZLJ1JaBZQIs9prpQ/cpHfn/2HvruCj2h+3/vUGHKKLYCAiiIind2F2I2B495tFjoBgoAiogpYLd7VFs7O7EwPbY2IgB0vX7Y91VXBa4n/t33+d7nofr9eKf3dmZ2Z1hZj7X54qYYcv4/O6LbICvpKJUIiRYSkbUqFedhZfmkvLgNTO7RJQZQgmSgU3U8SBqGughEApJT8vg7vkHbI/eJxeMKYVh8wZEngji2uFbRA5aJJdTIRAIaGzfCJfu9pKWsaqaFBUVoaGtzgT3mRVqgLL2NmfmDn8OrjzO8kkbKC4ulpFyXn6uWHo1Iys9i4dXH7Mr7iA3j9+Rhf/6e87i7dOyByQAXn1cGbdsGNsj9yIQCiSkXF1dPrxM5eLea2z/xU6gqq7C4qQICvMLmdRSsV0LJA/+Nq0tGLd0GOpaauTl5PMo6Qn7lx0rdRAmhU6NKixJmsebJ+8I7Bgmd/zqmdaW1b7XM61N2pvP5GTl0qBJXaa0mV0hm2HA+jE4drJlZpcf9i6NKupYeZvj2MkW+w7WiJXEPLvzkl0L9nPtSDLLk6N4/zy1QoPQMfFDaNXfneJiEIoEfE37xqweUXItP0PD+tB5ZGs2h+2m4/CWfPucib93cJmtTK497Jm0aiTTO0WUex7tSlvNsa0XWTJlq9x7Xj4S1U6fpj9IH5FYyIIjU0l7k8aM7jGIxCIWng4i/fM3pnWJLnNb3ce0oe1Ad4Y5yWf3TF89jGp62pzffYX2Q70ZYu5f5rp+Rh1jfRacDUEggIGNFVubpNCursX6B/OZ3iWSuxdKz/iSYsGZWbx98o7wQYtLfb96nWq0aGtB6/5uNLJqSG5OPu9fpLI9JlEh8fIzoo4G8uVjBrP7xQOgqq7MunsxJC4/xrqZf8ktL1YS0WaQJ8Mi+7F/5TFWTC5Zu+6/agSOnWyZ5BXMk1vPaercmL6BPbBwb8Ln919LJXxb9nfnz8VDy1RfSqGsqox9BysmrxuDSCwkLzufV4/ecHzT2TIJ395TutJnWg+FVdLSQF8vP0mg77evmWjpaJLy8DWjbKdUKOdnTNwQvPu5MblVCI+uPZGExruZ4dzNHpfu9nKWLd1aOiy4MIfT2y6wcNTKilegO5qyKTQB5652JYiuvYsPyWWfmbuYMXv/VFl4syJIM+Wcu9rRdUw7igqL+PIhnbM7L5EQva/M4HW3ng74rxnNojGr5AhRrWqa2LWzwsPXCUsvc0mL4d2XNDCry4eUNCZ7B5dLQMP3LKHZfsz2lVijjK0a4tjZFg9fZ/QN9Pj4+hPXjyaTEJvI67/foqmjwYrbMTy59ZxZ3SIrdPxGL/yN1gM8uHr4JrZtLErYoA6tPC6n6Kpo3k39xnVw6GiDR29nDJs3ICczh/uX/2bN9C3lqt+MrQ2JOhHEjthENgT/aLGTKrpce9jj1LkFIrGIN0/ecWb7RezaW6FXrzpjHaeXWXYgEAiYtHY0jp1tyS3IqyR1KlGJ/wdQSexU4l+Ff5LYAdDR0eTLl/8esfOfHpIsFEpCkvPz88nMLBmS/On1ZwJahfDp3Req1tT53q7kSmM7iTIi+fRdEqL38fjm8wpZqX6Gbu2qxF8J592zDzy4/DfuvZzQrKLOm6fvObnlXKmNRaMWDKbtYC/Zw6AiaFXVxK69FT3Gd6JOI32Ki4q5c/4B26P2KrQrSRG4dTw2rS2Y1n6uXBCzNCTYy8+F6nUkNeIPr/yNS3cHjm86Q9zoVRU6ZlL10CTvED68/Iht6+Z49HbGrp0VeTn5PEl+wb7Fh2WWJqcuLZiyYSzbo/eWeBhUBLGymDUPJMG1WV+zqPudjLh2+CZ/zdtTquS74/BWDI8awNIy8jOUlMVYfifl3Ho6IhQKEIpFrJ6+mZ2x+8v97v2DfOjl35nw/nGc331F9rpeXV3ZuWVsZciX1K/cOnWX4xvPMnntaJ4mvyC4R1SZuRxS/LlkGJ5+zszqFklRYRGuPR1w6+mAqoYqbx5LgjF/PrcMmtUn5lQwVw5eJ3LwYoUZJlLo6GmzOGkeGlXUEYtFZGVk8+bJOx5cecyTm895ce8Vfyc9lf0WYrGIBRfmoFOjCpO8g3nzRLEFopG1IV59XGj/e0uEQgEiJREbgrezf9lROQXaz1h4cQ4NzRuwJXw326ISEQoF9J/Zgy6j2hDsE8P1Y8nUbKDHnMQpqGurEdQtikfXnqBRRR3/1SOx9jbnxrHb7FlymJsnS/5/WLg3IWTPZIkqYsflUrcfuieAWkY1+fAylUZWhgxpEci3UiwuQpGQTXcjWRe2h8MbJeq/30N74tbZhv6m42W/mW6tqqy8EU78xA2c2HpR4feuVrMKa2/PY6DNND6//0HYNnc2IXjTHww0HUthfiGbni0moF3prVilocf4DviM78C9i49o3MKIIc0nlUnWxpwK4tO7L8z2i8OhgxXNnE25duQWN0+VJMHs21sydd1oBjUZz5cP5RPM8Rdn8+ntZ149eotXHxcK8goI7BrJ8zuK8z4amNVh4flQ/nCdScqDtyy+GMrX1HSmtJlTJtFg2LwBUSdmcmj1SVZMkZA7s3b6Y2ZnzHjXGXLWHU0dDUlQsp8LFh5NyfqWw5Mbz0h7+wl3Hyfm+M3nUjnWMfhhW3p6+yWzukVS36yOLHy4Rv3qfHydxpUD10mITpSFmw+L7E+HYa2Y1m6OXBhtaTCyMCD2XCivH72ltrE+BXkFvLj/isNrTnJ03elSr1vTNv+JdUsLJnrMVKjwrN+4joyMMLZqSHZmDgV5BRWq9gaJCrG2kT7jXGbIVDS/DvClgb4ntpzj7dMPTNnwB6unbVFoqf0ZUhWNUCggrN9CzF3N8PQr2Vy1e+FBbp/7cZ62GezJHwt/q1Agv0gswrZ1cwK3TYRiyXPLu+cSJcvuhQcUXrOkpJyiLKFfK9pzs3JR11bj/fNUfmsyrkxLrRSjF/5Gy35u+HvO4smt55LacztjnDrb4uYjqT1PTfnIlYM32BGTiJKqEnGX5nJi0znix1Ys72ZGwkTMnRuzevoW7DtYY9PKQpb3c2TtKZlqVoomjiaEHQxkc9jOciexDJs3wLGTLX0CewDwNTWda0dusXP+/lLPLaFQSMCGMbRob0VufvlKtH8XKkmdSlRCESqJnUr8q/BvJ3bEYhEaGv+5IclisRhtbQ2ysnLIyZEMdAUCASpiJW6fuc+c3rGlKgWkjUWefi7YtrZApCRCKBKyIXg7m2bvKHe7UivV2Z2XmD/8R1W11K7k3deV2sb6pL5K49K+JLZH7yVg/RgMmtYnoHUIz26X/9AsDWLes+ggd849LFl5fi+FAyuOc2zDD/uMWFlM3MW5aFbVYJJXsKx6WhH06lVn3LJhWLg1QSgS8qmcDCHp77bk+jxys/IIaBUipx76OSTYracDymrKZGdkU72OLvMGx3N0Xfl2n2r6Oiy6FsGbx++Y0SmcrIxsdPS0ZSHBTZ1Nyficyb2LD9kRk8jdCw8ldoMh3pLZ7yO3yt1GPdPaxJ4N5e6Fh7y8/wqPXs7o1NDm3fNUueYuKSpi14IfuTx+U7tR26gmRYXFPLjyN3sXHy63VS38SCCG5g3w9wqWk8Q3aFIX5652sjas1FefeH43Bbu2lmyN2M36WdvK/d5isYiFl+aiqaPBRI8gvnz4SlPnxpi7mmHmaEKthjXQqVEFFXUV0t584tRf52nZz413z1OZ0Sm8XHuCZD/rEXsmhEv7k3j/PBXnrnbUNa1N5pdM3r9I5VJiEnsXHcLNx5HOo9uib1ADNU1VQnvP5+zOKyXW1fY3D0bFDOTOhQc0czTl+OZzLJ24npzMkgSZmUMjuo1th00rC1TUlPn6MZ1Xj96S9uYTrfq78+JeCikP3yIUCrhz/iG74w7Icm06DGvJ4NDebIrYx+CgHmyM2EtC3GE/9dYRAAAgAElEQVSF36/jEA98x7VjgOU07FubE7B8CKOdZvD6cUm1l6evI3/EDKC38bgybXqhCeP5lpFNxHDJYExFTZlVV0I5vPok674f02ER/bBu1ZyRLaaW+/tr6qiz/uECwgfEceXgTWbvDaC+WR1GtJhWaraIQwdrpqwbzczu0YxfMhRtXU0eJT3FzL4R53ZfJer35bJltz6PZ+u8PexepPj3kcKurSXTNv7BQJM/+ZKajlhJxG9z/Gg72JMRLaaSmpKm8LOjYgbg2MmWG6fuYuXRhN+b+yusuv8Zhs0bEHsmmJ0L9tPcrQn6BnoS0uGV4m2BxGbZ3L0J07aMQ7OKOnk5+bz6+w2n/7pQKkEvRc0Geiy6Es7148mE94+TG7Dr1q4mI4/MHBqR8TmTooJC9OpVZ7ilv8Isk1+/U/SpYI6sPcWSCWsRCoWYOTTCuZsdbj0dqaKnzYcXqVzY+yOTZc7+aRhZGjDOJZB3z8q+DwBYejYjZE8Ah9eeRN+gBpZezcj5lsPT24otW4uuhKNRRZ1xrjPKVCEaWRrg1KUFfaZ1Jz8nHwRwbMMZtsfs4+0TxQpJsbKYFcnRZKZny6lo1DQlzVVuPk7YtbOiqFCiZElNScOxow2hvjEVsu1KVDTRPL+TwswuEdQ0qCELtjZoVo8v77+SfOYuuxYckClZpK1RU9vOlssAKg21jfRZeiOS53dTqGVYE2UVMW+evOdMwkV2xx0slXCdsHIkLl3tGO82QyEpp1dXF/uONnj4OmHh3lRiDVZRYkbncJIqcA+cvW8KRlYNGev4I+9GKBLS1Mn0e0W7PVX0tCXX7H3XuH/5bwLW/cG6oG1y1kRFiL8chrq2OkFdI2hs3wiPXk5YeDQlOzOHp7dfcmjVCU5uOYdQJGT6lnFYtWxObkElqVOJSvy/hEpipxL/KohEEpvQP4X/DrGjrKyEmpryf2xIsoqKMhoaamRkZJL/XdYsEglRESuzZ9FB1kzfWu5+iJXFkgdUbXWuH0/GuaukXenl/VccWnOSw6tPys2GthvqzajYQaydKZ+98DOq6UsUQm1/88agaV0KC4tIPn2X9UHbePyLveRX+AZ0oV9gTzn1kNSu5NbTQaIQ+p6dcmHPVdr+5sW75x8I7BhWaqDmrxgePYAOv7dijl8sd88//Mmu1JSs9GweXn3CrgX7uf7dplOnUS3mn5UEY4b2iimzyUmKiKMzMLU15vO7L+jV1+XDyzQu7r0qZ1eSwsTGkIgjM7mw7yoxQ5eWqj5RUVPGulVzPHu7YN/BGmVVJQQCARtnJ7CxlPDfXyG1a+1ffoyVAT/CnqXNXV59XTH43tx1/VgyO2IS8V896r9k13L3cWLiqpFsmp3Ao6SnuPs44tLdHrGSuFQrnLKqMouvhUuk6N7BZdoMQHJu+a8eTXM3sx9WuAsPSIhJ5IEC0klTR4OlNyL59PYzU9vNKfMc0aqmycBgX1oP9IDiYg6uPsGKgI3l5ghZejYjeNdkdsUdYO2MH1YmFTVlTGyNaO7WBOdudhg0q0dBbgFrgrajrKqE35SuXD5wnfCfQnN1amgzIqo/jh1tEIqEbAnfxabZiq0bP/82TRxN8OrjTIs2lqQ8fMPn919JTUmjGLD0aEIVPW0WjF7Jme2X2PpqGcun/8WpHVfoMtybvpM70afxRIWBxkoqYjbdjWTX0mP4jG3L8oDNHFSQfxN3NpgnyS9YMHadwv21cDMjcONofIwldeRjovpi6WLKYLNxsmW0dbXY8DiO8IGLuFTOgDXmZBAZnzKY0Xne9/1VYvrmsZi7mrE1ah/HN51FIBRSs351dGtXJXCzJM9GJBZxYMUx1sz4i9zsPOo0qkXs6WCObznP8oDNjFkwCAsPM4ZZBVRIcbD5WTzbovaxa+GBEq+PiR+CQ0dr+hkpbg4TK4lYmhROzXrVGeMUWCECRArTFkZEnQiiuKiYgY3GlGn9+BkTVo7EpZsdk1uGUJBfiFNnWxmJmvbmM0nHkkmI3icLYjdoVp/YMyGc2HSW+LGry73XqKgps/RmFFV0tRAIBVBcTMrDNxzbeEZhjba5mxmz901lW+QehRMO+g1r4NhJsq/GlgYUfg+ln9klokKKI+dudgSsH1OiKUwkFmHuaoZrd3ucu9ujpqnKu2fvOZNwicQlR4g+HUxBfiH+nrMqRPZKsoQGEffHSkRiIR6+zjR1bkzm1yweJT0hcUnJTBY1TVWW347hw4vybZwCgYDGdsZMXj+GmvWrU1RUzIeXH7m8P4kd8/eXaIj8GTo1qrDsZhT3Lj5ktm+s3L1GU0cD2zYWuPdywqaVBfk5+eTm5qFXR5c/7KcqtBz/jFpGNYm/HMbZhEssGLmC4uJiDJrVx7GTLR6+TtQ1qc2nd5+5ceIOO2ISeXEvhWmb/8TK25xxLjMqFPpvbG1I9Ikgjm48g5qGKo6dbBEIBbx+/FZh3k/E0RnUbVSbsU5l593oN5QQXX7TuqOmoUpRYRFJR2+xO/4gt8+UbWldnBSBkrIS411nlDhHxEpimrk0xrlrC1y6O6BZVYOcbzmIlEXkFlRs8vDfAwmpIxaL+fq1ktSpRCVKQyWxU4l/Ff5pYqdKFQ3S07P+y0TLj5DkrAoFk8L/Lqmjrq6GiookJLnw+yBDRUUJTU0NtoTtZE2gfD7Gr6heV5f4S3N58+Q9gZ3CZbPZJjaGuPRwwLO3Mzp62rx99oEz2y+yIzaRQaG9afebF7P95nPlQPkzgvVMaxN7JpR7lx5xbOMZPHs7Y9vGkpxvOTxKesreRYfkQganbBiDQ0dbAjuFcedc2UHM9Uxr4xvQFTcfR0QiER/fpHE5Ub7y/FfMPTAdE1tDAlqF8uTW8xLv/WxXcurSAoC0N58waFqfhNh9LPffUO4xFgqFxJ4NQa9edSZ5SarG9erqypq7jK0M+fLhKzdP3WF71D6e33kpI0Mq2lz2c9jz1UM3cOvpiJqWGm+fvOf45rPsiT8k90DbcURrhkf2Z+mEdexfIR9YK4VWNU3sO1jT9jcvTG2NKCwo4uHVx2wJ28XNk2W3kvhN7Ybf1O5EDl7E2R0lrQBGlgYy1Y00lyfpyC3cfBx5+eA1MzpFlKgzV4Th0QNoP7QlwT2iuHfxEbatm+Peyxm79lYU5Bbw9M4LDqw4Lqs1rtOoFgvOz+bW6XuE911QboNU1zHtGDK3DyunbuLDy4/0n+lDPdM6vHnyjnM7L7Mn/qCcTUGaS7Js0gYSlx4p8Z5QKOS3uX7UMa7FywcpdP+zExO8gnlySzJgr21Yk8ijgbx48JoX915h386K6nWqkXz2PlvDdqFTswqTVo1i3axtJFSg1aeeaS0WXpjD7vhDrAuSVzJ593Vh3JLf2b3oEN3GtKd7/TEUFhQiEAiIPzWDp3dTiB69VuH6Owx2Z8isHiQduy3LgikNTR1NmL1rIn1NJ5RphVp3J5L9a0/z5M4rAlcPZ4T1ZN7+orToOKwlg0J86Ws0ViGp2maQB8Mj+jKo8bgSxKlAIKD1IHf8pnSlRn09KC4mJzMXZXVlMj9ncmbHZXYvOsSbX+xKhs3rE3s6hI1zd9F/encmtZ5dbgYHwNAwP1y6tGBwk/FyJJBILGJFchQ3T94lbuyaUj9v2sKQiIPTefv0PdVqVWXPokPsXFB2mxFIzrNlN+dRVCi5D+nV0eXkX+fYEJzA14+KrWOhe6dg2sKY8W7yg2mdGlWw72CNZ29nmrmYkfk1i7dP39HY3oTNc3ZUSCkHMP+sJMtrvOsM0t58xsTWCKcutrj3cpLUaKd85FJiEgkx+0h781lmX105dRN7Fx0qd/1isYhlydEUFxXz8v4rbFtbkJ9XwPO7KRxec1LOVgNS29IQoocu5tRfivOPpJYt7/5u6BvUoLiwiIuJSWwN312uZUsSuO5LcM+SWUJKKkpYejbFtacDzl3sEIlFvH78lnM7L9Plj3Y8vvFM1shVHoaG9aHTqLZMaTObj68/yYKtTe2MyUjL4N7lR+yJOySzTdWoV53FSRFcO3xTFjBcFoQiIZHHgjC0aEBWRjba1STNVRf2XGHnggOlTlLUN6vDgvNzOLz2FEsnrC11vdq6Wti1t8KjlzOWnk0RiISIREJWBGyskCqmiaMJYYcC2Rq+iy1hP+6Z0tpzD18n9BvW4OObz1w/couE2EQmrhpJ9drV+NM5sEKkp317a6ZvHc/KgA18evcF156O2LWzori4mFcPJVlS+1cckxGTUvscwAT3mWVOIIjEIpbdjKS2kT4iJRF5efnk5+eTl1fwf0ETViWpU4lKVASVxE4l/lX4p4kdbW2N/xI5A6CpqQb8Z4YkA2hpaSAUCkhP/xGSrCQWIywWcPPkHWxbW5KXncfjG8/Ys+gQF/ddk1uHuYsZIXsDOL39IgtHrVA4A13bSF9irernSn2zOuTnFnDr5F3ix6yS5SUogn1HG6Zt+pO9Sw6zeupm2b5KZf9uPo64drdHKBKS8uA1h9edpN1v3lStqYO/V8WUIS37uTJ28TA2zU7g6PrTOHQqmSF0++w9tkcn8vi6ZDCmqq5C/FWJMmRyy5AyZ+tAMiD8I34IrQd68O3zNzR0NHj39AOnt19g5/z9pQ5WNXU0WJI0j/RP35jSJrREvbUU6trq2LWzxKuPK1be5ghFQkRiIXsXHWLxuLXlfm/d2lVZdCWcV4/eMqNzuGw/6ptJ7EpefX7YlaRh2T7+nWk3xJvQCtq16jSqxfxzs7l34QEHVh7H3ccRx84tKC4u5sW9VxxafUIu38J/zShcutozrf2ccmX6evWq4zOxE21/80JJWcyn91+5deoOCdH7ylQoBO+eTFMnUya3DJFbTigU0sTJRGaFU9dW4/P7r9Q20mff0iPEjS4/EHXS2tE4d7UjuEdUiVDl2kb6uPawx72XEw2a1uPTuy9cO3iDLWG7aD3Yg16TuhDWdwEX95b8f1PXVmf5rShys/O4d/kx7j3sycvJp4/hHzh3scWhgzXGlgZUq1UVdS1VKIa4sas5v+tKCaufuasZIbsncfPEHWb1UBxKXKdRLeIvzSFx+TFWTd2scDkLj6aEH5rGrbMPmd4jVva6kXk9og9OYbBtydybnxGwfCgO7SxJmH+AjeU0lkUfDeTtsw9Ej1Sce+Hl68iwub0RK4tZF7SNPQoG8uGHplPLsCbDrALkyJ2q+jqsSo4kasgSzv1iaSsNtq0tCEqYyAjbADlC52e4dLNjyvo/OLvrCvMGLyl3vVX1dVhzJ5rpHcO5o6Ah0NjKgJhTwYyymypnYdOpoc3KW5H8NW8P2yP34t3PFR//ztQ1kdj5ntx6TtyYNXIEjFhZzIpbkWR+zWKSdzA5mbk4dLTBZ1JnTG2NZQq8hOh9pDz80Ur3M+FSXj25kooSg2f70Wlka/Jz8xEIBCUqv0sj3MRiEYuT5iEQChS2ZUlJb08/F0xtjSnIL0BVQ4UdsYksn7RBbvlfoayqzIrkaL6mZRDQKoTsbzkIRULMHExw6WaHm48j2tU0eff8A+d3X2XXggN49XVhcKifpGmsApMUMtvS3Vcc33gG915OMsvWk+QXHFh+VC7TZlCIL93+7EBgx7ByQ8sNmzeg7RAv2g72QqwkktXJS8OHFUFa0z3JO5jHN56VeE9VXQWrlua4+zhi38EGiuH9y1QaNKnL0fWniR2mOGD4Z0zfMg5LL3PGuQTy+u+31DbSx76jNZ6+zhhZNuRr6lfuXngoq2g3tjYk6ngQu+MPllAuloV5x2ZS16Q2F/dexbmbJNj63fNUzu26zM75++WUURYeTQndE8DaoL/KbMuqWlMHu/ZWePZ2xtzVjLycfJ4mv2Dngv2c31X2dUKq5or7pTVRIBBgYmuEY2cJMVmjni6pr9K4dvgWNq0tyErPLrcFUUlZTPCeAEztjckryEcoFKCkpISyshJKSkoUFhaQl5dPXl6+bPLu34NKUqcSlagoKomdSvyr8M8TO+p8+5ZToUBcaUhyfn4h2dn/iSHJArS1NSkoKOTbtx+zQMoiMRlp35jcUhLkK5WRu/dyxKW7A0rKYkll6tqTHFp1grZDvBgeNYBV07awO+5AGVuUQF1bnSXXIsjNzmN3/EE8fJ1o6mRKeto37py7z/aovXKz2L0mdaH/zJ4VqpE2sTGkzRAvWvd3RyAQkPr6Eyc2nWXH/P1lzlAPnuNHt7HtifglyBckUnbbNpZ4+blg28aCnKxcUh68xsiyIfcv/c2s7pEVUoaMXTQU735uBPeI4vqxZOo0qoVz1xZ493WjrkktPr75zLVDN9gWuZf3L1Kpb1aHmNOhJJ+5S1if8pUhANO3jse2tQXnd1/BsZOtjOg6su4Uh1adkLMBmtgYEn5kJud3XyZ22DKFpJzUCufVx5UmjibkZOXyNPkFyyasK1d1YOnZjFm7JpVo14Ifsn+X7hKCQ1tXi3fPJYoum9YW6Desgb9HkFxQa2mQzMiP4a+IPeyOPyjJfOrtgnWr5uRk5vD4+jP2Lj4sIybFYhELL89FQ1sdf89Z5eaGAPSb2RPfyV15/yKV2oY1SU/7xqf3n/n2JZPiQolq497Fh+yJP0RBQSELL8yhip42k1uGlDmY0tTRwKGjDa0GemDh0YTsjBzeP09lV9wBzmy/WILwi7s0l/RPmQT3mo9OjSoMn9cH25bNESmJvlvIHpF85j4PrjwmNyePBWeC2bXwIBtC5W11+gZ6hO4NQKOKOqG9YuXIM6lS58DK46wI2CT3+V+R8H4la0J3cmj92RKvT18zAo0qakzrMV/uM+0HufFbUA/ixq7lz7jB9DUdV2b+i7mLKcHbx+NrMEahvUtZVYkdKYt48/Q9vzdX3H6lpKLE7L2TMbIwYGvUPnYtOCi79q6+E8X9S38TMXCRws//2J4yW14uZkNIAnsWl52XMyikF93GtqeooIjpXeZx/5LifCmAuPOhvH78lrB+cWUuNyZ+CM3dJNYuKcRiIWvux3L77H3C+y0ssbyqugomtka0G+qNSzc7dszfz9qZ22TfZ+WdKD6++sTUtrPlrDta1TRlLUAW7k3ISs/m8Y1nNGhSj6z0LCZ6zqpQPXm737wYteA3Yocv5cTmc5LK7y4t8PB1omZ9PVJfp3H14E22R+3lQ8pHVNVVWJYcLQl/bh1aobYlv6nd6DOtO9cO38LK21ySH3P/FUfWn+bImpNy10NNHQ2WJ0eT8uA1MzpHKFRz1TbSx6GTDV5+LpjYGpGVnk3KozfEjVpR7vWwmr4OS29Ecvf8Q2b3/mFbEiuJMXdtjEt3B1y626Gqocq7Zx84k3CR6nWr4enrwuSWwRVSedVqWJP4K2Gc332FtTO20qKdlUwllZWexaOkp+xbeoTLP9nLAtaPwa6dFePdZpZb0y0QCPDu58rYxb+T+SULrWqafHyVxpWD19kRu7/UQH6QqLlMbAz50zmw1Nw6dS01bNtY4NbTkRbtrFBSFiMQCrh/+W8mewVXyMYecyaE6nV0Gec8XWbDrWdaG/sOP/J+Pr//wu0z99gx/wBVa2gzY9tElk1SXBTwM4RCoUTdqixm1dRNOHS0wbmrHcqqyrx5+p6zCRfZHX+oxPOGh68TE1aOJGbokjLVXCDJknLq0oLhUf1RUlbi68d0Hl59TOLSo3KKZJBcx+YkTsXIpiF5CuxXSkpilJUlRA8gI3nyK9Am9s+iGC0tLcRiUSWpU4lKVACVxE4l/lX4p4kdLS11srJyyp3x+M8PSRahpaVJTk6OjHQSCAQoi8Q8TnpGULd5Cq0OxlYNce1hj2dvF2oa6JGXk8+N47cJ7x9XrrRfQlSEcPfCQ+b0ni97aFbVUMW2dXM8/Vxo0daK3Ow8ntx6LgmF7elQYSsVSImKGVw5cJ1Ns3dg394a735u1Dero7AJKmRPAE2dTJnatnxrhEgswmdSZ/pO607h94FlysPXHF1/mgPLjyl88Iw8HkSDJnWZ5B1caoCjjp42Dp1s8erjQlMnU/LzClDTVOXcriuE+pRd8wySh82FF+dQVV+nRHaNiY3h98pzZ6rq6/D+eSpnd1xiR2witm0smLBCkl3z17w95W5DrCxm8dUIlFTEbAjZjks3e2zbWJKXIzle+5YckTV3SSHNUCrNUvQr6hjr49Hbhd5TuiIWi/j84SuXD1xnW+SeMoNBe4zvyKCQ3swfsYzjm0qSCmIlMeZuZrj7OOLczR4lZTHvnn1A37AGKQ/eMKVNaIUylPoH+eAzsbNERbPvGura6jRxaESDpvXQqqqJUCRAU0cDc7cm1GygR3FxEU9uvmBml4gK5WaIxSLmn58tUYpM3YSlZzMsPZuhV1eXjC+ZfP2Yzqe3XzC2NGBO/3iGhfWhrkktbp97wMm/LjJkti8n/zrPskklCZjGLYyIODJdYYuVSCyiz9Ru+Ph34sXdFJZMWM/dCw8l1odzoRxYcVzWivQr6jSqxegFg1gwciXaulrEng1maItAUl+VVGrUaliDpednMdwpiHcvfijzTG0aErF7IsG+87l+/A6huyaipqmKf5u5Zf5Wiy+Gcu/KExZNKF198UdMf9y621FcVIRPrWFlrgvAu68rA2b2pIqeNimP3pKbmUv1OtUYZuFfbq08wMLzoeRk5xHQenaZy9VvXIf4S3OY1iEcUzsjBgb14vb5B6yctqXUZquWfV0ZFTOAgaZ/lkuUqGurse7hQhLm72db1D4A4i6EUvi9lamsOuimTqYE757Ms9spBPeMYtnNSF49ekNgx3Dyy7l/KSmLse9gQ8CGMQiFQgry8nn16C0ntpwrNY9ECh//TgwI6kVor9IbDXVrVcW+o40sKDkrPRv1KuqkvfnE0KYTKpRJJg3mndEpnOQz92REsnM3O9x9nNCpWYUPLz9yce9VEmISEYmFLEmax53zD5jTe365jXggaVtq1d+d1dM3Y+Vljk1rSRPSszsvObz6BCc2ny8xUVPLqCbxl8K4uPca0UOXlHm/r29WF6fOtgwK7U1BfiFZ6dlc2p+ksAlJCmlekTQg+mf8bNly6twCsZKYN0/eoaymRNUaOvxhP7VC6tbG9o2IODyDhJi9bAhJoHqdarKg5MZ2xmR8zuThlcfsWXyI60eTAck9sLZRTf50DixXzQVg09qCWTsmcTHxGmZ2jWTH6/L+JHbEJpL25rPcZ+IvzUVDR4NxLjMU2gU1dTRo0dYSNx9HXLrZk/k1i8KCQpb5ry/VYvczhEIhS29GUlhQyESPWSWeeQya1sOhkw0evs7UM63Dp/dfSD51h9d/v8VvanciBsRxrhxVD0jus6vuxPLp/RdmdonAzL4Rrj0ccOxsKzleT99xZttF9iw6RGFBEWGHpmPQvL5CUudXiETC7ySPMiKR6LtdS/L3n2XZqiR1KlGJ/yoqiZ1K/KvwTxM7mppq5OTklTlr9J8ekqysrISmpjrfvmWRlyd5EBAKhaiIlTi6/jRLxq0t3yMvFBJ5Moi6jWqza8F+3Hs5Ud+sLmlvPnH1J8XJz3Dq0oKA9WPKDWKWKoQ8ejvRqr87+XkFfHrzmd3xB8skTgC8+rgybukwtoTtLOGRB0mNrkNHa7z6utHM2ZSMT9+4e+khjawMKSooYpJ3cIVUG5LgyoGsmrqZ3fEHMbZqiEt3ezx7O1OtVlU+vEjl7M7LJETv49uXTEnzVdI88nLymdwqpMzGEyn8pnajz/Qe3Dp1l+auZuTlSuTeiUuPlFo5q11Nk0XXIviams7UtnPI+Fx6wLd+wxo4dW6Bdz83Glk3JDsjh7dP3xPqG1NusGQ1fR0WXQ3n9eN3zOwcIZstF4qEmLua4dbTEdceDqioKfHq77cc33SW6nV16TisVbl19FLUbKBH3KW5PEp6yoIRy7HyNserjwvNXMz49iWT+5cfsXP+/hJBk2MXDcW7ryszukSQfPpeudtw7eHApDWjyc3KRU1LjQ8vU7m495rCAGqQzGQ7dLRhatvZ5VZkW7dqTtD2iWR8yURdS41jG8+wPmhbmeRONX0d4i6Hkfb6E9M7hJU4ft59XBgdN4TiYlDVUIHiYoqKijmw6iTbYxL59E6yz8aWDYg+PoOxLjPlSAKPXo6MWzKU0fbTFB7n6nWq0TugC636uyFWViIvJ4/iomIEQgECgYDsbzkkn71H1OClskH1mgfzKcgvQt+gOkKRkK3R+9kcWXqWxaSlQ9BvUJ2J7SV5ETp6Wiw7H8z+VSdYN0uiJqpWS4fVyZGEDVrM5YM3S10PSAKSZ20bR2+jcXID/FZ9XRg5rw/DLPwJPzSdq4dvsmTCeoXr+hkGzerxx4LfaOpkwpcPX4n/c60cUfkr+gf1pMuotgw1n8DXj2WTLxufxnN2x2WWfbcD1TerQ59p3XHubEtOdh4fXn7kzrmHXNp/ncc3nrL2wQIWj1vD8c3nKrT/krBtfyZ6hdB3WjeMmjdghPWkChGX1fR1CN07hXpN6vLyTgrjXGeUSQZJoVOjCktvREoyXHpEyZoMPXo7o2+gx8fXn7hy6CYJUT/uCUMj+tFpRGumd5hbIbK+rkktFl+bx+vHbyWZNMXFpDx4zdENZzi08nip94Sxi3/Hy69shUvNBnoy1U0TR1Oyv+WgqqHCOJfACjU0SRUuEz2CeH5X8j8nbUJy6W6Paw9JmO275x84v/MKSceSCd0TUGZOzK8I3j0ZM/tGzOgcQT3T2nj4OmPh2ZSczBye3HzBgRUlLVuN7RsRfjiQnfP3VyivqKF5feIuzYViEAiFpL35JBds/SssPZsRsnsy60O2kxC9T+59VXUVrLzNcelhj2NHSfiwUCREXUuNvgYj+fCybNs1SFosp27+k6Xj13Jg5XHg+/H6rhQzsTUi/WMG9y8/YtfCA9w991BW5T7ebWaFyHRPPxcmLB/OuqC/qF5HF9ceDmjrSvJ+Lu770YomhVgsYvntGLLSJfbEsnK+tKppYtfOihExA1HXVic/J59HSfxHbSkAACAASURBVE84tPokp7aeV/iMpayqzKq7sbx/mcrUtnPkiFXD5g0kv4GvMw2a1CUnM4eCoqIKkzq/QiAQyJQ8SkpiCguLfrJsVez59X8GxWhrayESVZI6lajEfwWVxE4l/lUQCiV//xTKI3b+00OS1dRUUVVVJj09U3bTVlISo6GuRtLRZGZ2jiiX1NGupsmiqxIVwtS2s2W5HVLixLuf23drVQZ3zz9ke/Q+rFua02dad+aPWC6nqCgN1fR1iL8STmrKR5ZP2oBtW4kNqlqtqiUUJz8/vEmtVPMqMCumqq5CywFuDIscgJKSmKyMbB7ffFaq4uRnSGvAQ31juHpIfuBZs4EeTl1a0LKfGwbm9fn2OZMqulo8vvmMiR5BFZr9H798GB69nGVEhVAkpJlzY9x8JDkvKmrKMuJk7+LD1DGuRczpYG6evEN4v4UVsmtN2TAG+w42rA/eRou2VjR3a0Lm1yweXHrEzoUHZKGYUhhbGzLv6Awu7rtG9JAlZbb4NDSvj0s3e/oE9qAgN5+sjByObzrDtsi9ZZJaTZ1MmbN/Gsc3nWHR2DUlzkNlVWWsW5rj4euEQ0dbigqLeH4vBa1qmuhU18bfa5bCGtufIWvwWnaUFQEb0atXHafOtnj1dcXYsiFfUr9y8+SPAGqA2LOh6BvoMdFjFm+elG0JkwabLp24jv3Lj2HfwZq+03tgZNmQ9LR0Xtx7zcmt50pkCZm7mRGyO4ALe68S+/uyEoNpY2tDYk4Fs3jCeh7ffE7k0UBU1VU4u/MK4YMWy23/9zA/nDrbMKjxeLn3RkT1w9PXif7GisOCQVJ1HnFoOrviDnFu1xXSP6ZTVFRMgyZ18ZvaDYOm9ZjROYLG9sb0nNCJ36ymMDS0F236u9Kl9iiF69WrW42VV2bzZ6u5pDx6R8yhAPKycvFvNafEct3HtKXHuHb0bTROwZokiDkWSNq7L8wd+COnpom9MXN3+zO7dyyXD9zAzKER844EMtp+KikPy2/EMXNoRPih6cwbEEeN+tUZMMuXL6lfWRO4ldPb5QlVS09JLseU9nO4d6FsImDaprEYNm/ACOvJFOSXvH+IxCJMWxhh7tIY65bmGDZvgJqmKoUFReRk5vI1LZ0Tm8+xNaJ8VZ3flK74TelGfl4+wy0nyaqXy0OV6tosT47m3bMPGDSrx9fUdI6uP832qL0K68lrGdUk7mIYVw/dIHLwIvl68lpVsfselNzUybREPfkI60k8KafNEKBBk3rEng3h9LYLLBy1EgATWyOcu7bAvZcTurWq8iEljUuJ12QqjsCt47H0asYE96ByLUXwownpTMIl1LRUadHWioK8Al7cS+Hw2lNy2V8AcxKnYmzdkHEuM8pUuNQx1sexky0+kzqjqqEKxcWc33OVnbGJ5bY5Rp4IoraRPuOcA0tMOpS0bNmjpqHC22cfeHj1MZ5+LqybubVCoeiAxC5aXZtxrjMoLi7Gvr0VHr1dMHeVWLb+vv6UxKVHZRZW+442TN88jmX+kmtceRCJRKx/Ek9BfgGFBUXUqF/9e97PTRKiE3n7TP63c/dxwn/1yDKfF1Q1pBXtjjh0sEGsLEIgFLAmcCu7Fh4ot3Gw9UAPxsQPkVPR1DKsKVMeGVsa8CU1nXsXHpK47Cjjlw/n8/uvTGkdqvB/4md0HtWGoRH9mNM7lpzMXJy72eHSzR7Nqhq8f/49LHr+AZmySE1TlZV3Yr+r5cLKvJeraqiyJCkC3TrVyMwu35JYUSgpiWXZPAKBoISa538PP0idL18y+V9IJqhEJf6vQSWxU4l/Ff5pYkdDQ5W8vIJSfcn/6SHJmpoaiERC0tO/yUgkZSUxIkQcXnsSp84t0KlRhbfP33Nm20V2LjggZ60ytjQg4uhMbp64Q/iAOIUyfVV1FWzbWODZ2wXnbnZkf8vh09svrJq2iQt7rpa5n6YtjAk7FMilRAmJ8LMcXt+gBk5dW+DdxxWDZvX59PYz147eolbDGjSyNmRquzk8uvak3N/C3MWM0H1TOLn1HIv/XIOZgwnuvRxx7eGIspoSrx+95eiG0yUqtMOPBGLU3IDJrUJ4drvs5hIAtx4OTFo7mpSHb6hvVpfMr5ncu/SInTH7uX2u9ODL6FPB1G1Ui0newbx88LrUZQya1celmyTQuJ5pHXKzcklPy2C03RQ+vy9bDSQUCllwYTbValUtYddSVlXGyrsZHr7OOHS0obi4mOd3XnJg5Qlys3OZtHo0WyN2sXlO+fXY0uwazSoazPGbj4mtId593WhkbciX1K/cOnVXLtDYq48r45YNY+2Mv9g5v+wBiVAoxNzNjDn7pyEQQFFhMW+evOP0tgvsWnhA4SyqJM9jMEv9S89RkAZQe/q5YN2yOblZuaiqqyAUCenbYCSfy1FaTd00Fvv2NszsKq8c0qqqSTPXxlh5m+PUuQXaulqkPHxN6qs0bFtbsmrqJrkaa4Ctr5ezb9kxnt5+ydR1o9kZd4izO68w/1QQQT2juXmq5HmkrKrEhoexbInYw664koHBQqGAiMPT0aqmyQjryaV+Bwv3JgTvmsTG2TvYHiU/Ew/QfVwHBgX3Iu3tZw5tOEvCgkOoa6ux/k4kC8et58xu+XB1KUaE9ca2ZTNunX2IfWtzBjYeL5eTI1YSse5+DIkrj7NlXun7AFC/cW3izgbj3yaMx7deUKuhHnFnZvHXvD1sDd8tW25k7EDcejowyFRe3fMzajbQY8m1cDaGJsgadNS11Og6ph3d/uyAWCzi/ctUHl57wvWjyTy7ncKCC6GsnfEXf994RqfhrWhsZ4xYRYmnyS+IH7NaZjfx7O3EuCXDGNliSpnBylJ493VlTNxvTPQMRkVdGRMbI7qPbYdIWcTkVrPLVNf18u9M3+ndEQgF3Dn/gA2ztpWrPtGtXZWl1yNJOpbMvAHxqGqo4NXXlY7DW1HPtDaprz5x9XBJ1Y2xtSGRx2ZyZN0ploxfW+53kq8nl1hYj6w/rVB108TRhLkHprNn0SHWBG4pdb016leXDcRNbIwoLipCSVWJuX0WcHpb2VkmIAnNDdkTwNaIXWz5HtwtFAoxc2iEczc73Ho6UqW6tqy1acf8A8za6U/1OtUY5zKj3MB8gBZtLZmxbSIbQxNITfmIu68TNi2bk5udx9PkFxxcdULWuCeF1FI03m1muSrP+mZ1GRreB2vv5ghEQj69LVn5XRqkbUtCoYAJ7kFyKk8lZTEWns1w6+GAU9cWiJXFZKRloN+wJjHDlnLwu4qmLIjFIpZ9D3r39womKz0L3drVZOHDTZ1M+fY5k4fXnrBvyWGuHrr5vVnsNyIGxperloPvQde3JblLN0/ewc3HUdKK9uojVw/eICE6Ua6YQdrmGOpbdtC1upYaNq0t8O7rik2r5hRK85nWlp5X9zN6jO/IwBBfgrpEcONEyebHOo1qSc7Z3s40NG/Al9Sv3L/8CEv3Zjy89oSgrvPKVMupaaoSdXIW+kY1/4+VOhWBUCiUqXnEYjEFBT8CmP/nciArSZ1KVOK/g0pipxL/KvzTxI66uur3m9uPm+5/ekiyQCAJSS4qKiIj44fCRVksJjcjl0k/BbvWMqyJc1c7WvZzo17j2nx885krB2/wV8RumjqaMnHVCLZHSTz15UGsLCb+UhgaVdRZOnEdtm0sZOHLKQ9fc3jtKbkH+pb93Rm7aCgbQxPYFln27LS2rhauPewZGTsYJWUx6Z++kXz6LjtiE8scyEgzX1ZP31LqYNqweQNcutnh2ccVvbqSdgodPW0yPn9jnHOgLIyxLHQe1YbfI/rJlBtS4sSztzMOHW0pLCzk+Z0U9i8/xonNZ2WB0jmZOQS0Di3RXqQI3cd1YPBsP/YuPkQzFzOJ4uTDV26evM22yH1yD/SaOhosuT6P9I8ZTGk7u9R2LZCcL2YOjXDpbk/PCZ3IysimuLiYbfP2sGvBgTJnKqtU12ZxUgQfX6Uxrf3cEhYQdW11WnxXXlm3ak7Otxz+vv6M9E8ZOHdpQXgpodWlQWIJi+D147fM6BSObu1qOHdtgVcfV+qa1CLtzWc5O+DgOX50G9O+wpYwfYMaLL8dzZvH79DRq4JmVQ0yPn8jLzsPsZIYsbKIgvxCHic9ZfH4tQTt9Ee7mhaTW4aUq+oBiQph0dUwBAIhAgFkfJZk6KQ8eM3FfUmc2HSWoRF9cexsx7rg7UxY9jvxY9dybPN5AHwndaLj7170N5FX5rj1sGNs3GB864yQI03UtdWIOx9KeloG492DSrzn1NmWgHV/sHzyRhLLCRB16+nAxJUjmNgmjGd3JYqIbiNb0WVkKwZZTlH4OVUNFTbdi0SsJGKIRQCpKaVbH1262vLnoiH41FOsAAIYNKsnLfu4MNo5iEXnZnH77H25kGGRWETYwWnUNNBjrON0uVp5AE0ddVbfi+XMtovEjZFv2xIIBDSyMaS5mxnNXMxoZGOIVlUNhCKJSiA/V5Izdmn/dbLSs2nZ1xULz6ZEDl7Ms9svWZIUQcywZaXaKH+FdjVN1j1ayPyRK0qErIrEIkZED8C7rwt/OE4vNXOq7W8ejIoZxJS2c8j49I3eU7ri3NUOgE/vvnDlwHXWzthagvys2UCPxdciuLDnKjG/L5VTjlbT15Fl3TRxNCHj0zfePHlPUydT1gZtlZEh5WH+2VCq19VlnEtgiXpyD1/nEqqbhOh9fHr3RUaGrAv6q0JV1QBLrkeirqXKo2tPsWtnSUF+YZmqG2kF+oqADexbojj/q5ZhTRw62eDd1w2DpnUpyCvk5qk7bAzdIWtIVAR3Hycmrh7J4rGrObTmpOx1kVhEU2eJZcuthwPq2uq8e/aBs7su497TgcKCIiZ6BFXIUtSynyt/LhlGzO9LSTqaLCFOfJ2x8GhK9rccntx8zoGVx2Tnn1hZzPJbUWRn5DDJO7hCIdRDwvrSdUw7PrxIRb9hDdLefOb68dvsiCnZiiaFlHApS+GirKqMpVcz3Ho64NjJFm1dLfJy87m49yrzBi4qN0dJVV2FFXdiePfsA9M7hMmW16uri30H61Lzfho2q8/AEF9mdYvk+rHkcr+3urY6K+/E8OJuChtDE3DoZIObjxO6+jp8SEnjyoHrJMQm8vEnRVXvKV3pM60HgR3DSD5Ttj1YXVsddx8HRs0fjFhJTNa3bF7ce8XR9ac5uvaUHHmkrq1O9KlZ1DCoTl7B/17wsUCATMmjrKxEUVHxd5Kn7GiC/xoqSZ1KVOK/i0pipxL/KvzzxI4KBQVFMlmqNCQ5OzuvwlLV/03rlUgkQltbg9zcPLKyJA/zAgEoi5RIefCGwF/yPH6GNMy3ZT83mrs3ITM9i09vvxDWZ365EvLqdXWJvzSXN0/eEdgpooTyx8jSANceDnj5uVBVX0fyMLvjEhpV1Gk3xJvw/gvLVfUA1KhXnbjLc3lx7xVz/eZj5miCZ28X7DtYU5BXIAlfXny4xKyf1Eo1229+hSppzV3NmHNgmsRSpafN53dfuH78Ntsj95T6MAswJm4ILQe4y5qvfoV0Nti1hwPuvZzQqVGFoqIiCvML6NtglMLj8TPGLR2GR29ngrrOk9mmNKqoY9fOSqI48TYnKyObR0lP2R13kA8vU4k5HULymXsVbteSVo1HD11CbaOaePd1pU6jWrLMjO3z9pSYCW3QpB4xZ4JJOpLMvIHxZc44SivqZydOQSgSkZuVy8v7r8oNoDa2NGDesSAu7U+SU3OB5Jy172iDdx9XmjqbSgbxxcVUr6PL6BYBFWqTMbExJOLoTM5sv8iCkSsoKipCt3Y1DJrWRaOKOnk5+Xz7kom2rhadR7XBzMGEosIiBpmO5WsFCLl6prWJODqTrx/TmdF5HrlZuRhZGlC/cR1MbI2w8mqGtq4mxcXwV1QivpM6EjN8BWd2/CC9lJTFrHsQw46FB9kx/6DcNuIvhPD8TgqRQ5bKvaetq0XMyZmIlcVM7xjO67/f0maQB6PnDyJ2+ApObCk/z8W6VXMCt47Dp8EY2WvKqkpsvB/N4smbObWjdIKu7QBXRsztDcCfHrN4fqd0m4xAIGDlrQjO7bnGmqDtCvdDJBax6EIINerp8vL+a8Y6BZa6nIqaMpPXjcba25yDq06wZuZfMiWeqrok0+L+5b+Z3SumQtfl5bei+fYlk1DfWAryCsj4LD/4btXfjbGLhpKXl8/JLedZ9OeactcLsPxmJC8fvCa0V2yp74+MGYh3XxcGm43j25cf11XXHvZMWjWSEJ9oOZtoXZPamLs2pu0Qbxo2q8/5XZeJ/n2pJNPq4lxObD5H/FjF9fFSqKgpMyxqAK0HelCYX0hRUZEk62b9aYUKhgrVk9erjmOnH6qb/Lx81DRV2Tl/P8v8y89HEiuLWXYjkvzcAvy9ZvHtSyZCoZDG9pLGvZ9VN+d3X2bn/APYd7BmTPwQYoYtk1PLKNrGiuRostKzSYjZh1tPxxJByQdXnuDE5pK2IekkwrxBizi7o2xSr65Jbdx6OuA3rbskOP79F26cuM326MQyg5Klkwhz+yyQ2aVk+/w9ON61hz3OXe1R1VDh/YsP1Kivx6uHbypsD+4+rgODQnoT2ktybunUqIJ9eyvcfZ1p7taErPQsHt94TuKyI1zYc1VmKXr9+C3TO4SVG8AN4OPfmQFBPuxffowWbS3Rb1iDj68/cf1oMtui98oRmera6qy6G8Oz2ykEdY1QeE9TUVPGytsc154OtOrvTmZ6FtkZOWyP2sv+5cfKJI+0q2myPDmaR0lPCe4RVeJ+o1evOg4drfHs7YKpnTHpaRk8uPI3WenZuHSzZ2rb2RXKaZJaIO9eeMBcvwWY2Bri3FWiFNOpWYXUlI9c3n+dHfP3k/Mth5gzIejWrfY/qtSpCMRikYzkEQqFJVq2/s+ebStJnUpU4v8PVBI7lfhX4Z8mdtTUVCgqKiI3N/9fHZJ8btdlYn9fVqHWj9C9U2jqZMqqaZuwbW0pq/v+O+kZe+IPytVvmruYEbI3gLMJl5g/cnmZeSz6DWvg3MWOoRF9KSosIisjm7MJl+Raq36FuZsZoXumcGLLWeL/WF1iJlZRJo26lhraulpM8g4uYQNSBGlF99F1p1gyfp2EOGlvhZefCxaeTcn8mi2XSRNxdAYNmzVgcstgWZhmWbD2Nid492SuHLxBfbO61DKsycdXaVxKTGJb5J5S1UFRJ2dRz6R2mXYtJWUxFh5NcevlSLvfvMnKyEZJRYlFY1dxcOWJcls/ok7NopZhTfw9Z5WwfejUqIJjJxtZ5Xl62jfunn/A3QsPGRTam50LDrBu5tZyv7dQKCTmTAg16lfH33MW6tpqsgBq3VpVefcilfO7LrMjJlGmsHDsZMvUjWPZHrOPDcGKB/tSqGmqse5xnCQcUkWJgvwCnt15yYEVx+UGYFI4d7MjYN0YNs/dydbwspUI0vP88v7r1G6kT8Om9Xj/8iOf3n3ma2o6T2485+CqEyWaWXz8O9N/po+sPry0/z/d2lVZdCUMzSoaFBYWsmLKFg6sPim3nHtPe0bPH0ivuvKqFiOLBsQcn8GQ5v6lqmKUVZUYGTOAln1cyM/LR6OKBi8fvOb6sdvcPHm3VGJ10ZUwbp66w4rJm0j4sJKk43eY9/uKEst0HuaNz7h29G8mb/UysTEgYo8/Yf0X0dTJhFb9Xelv/KfCynK7thYErBmJb8MxCvMyhCIhc3b708TemBVTNrO3nKpx+w7WDJ7dmzpG+rx99p6zu67Qur8brx69JbBjWIWuh5EngqimX5U/7KeVGZ4KsCI5iromtdi18KDCZrGfMSJqAG4+DgxpMuH/Y++tA6JKG7f/zxQtIIgoiigGKAYi3Qh2Fyi61hqrrl0oBhJK2921dmOLjd3d3YlK5++Pw4wgM8D3/T3P7rvfl+tPZubc55w5nDn3dV+hUkUhEomYsmUkNRuZ06f2SLIysrBvYU3ghhFE95lfrCrIwq4GQ+f9TuVaFZGoSdm75DCLRq4udt/gJ4kQ2Xs+p7efp5ZtdVw72OPh60zZCvoFGqYSP3xDQ0udJTdiSPzwjfFNQ4o9XwB+49vRY1IXrsbfoIFXXUXWzYEVx5Q2FmnqaLDkRgyfXn1mQvMw1XlAedkpjf1dsbCrQcqPVN49/UBsv4XFEr5aulosuREtKENaTleQIfKgZLdODrh2dERHXwhKPr39PNnZOfiNbUdwlxguHVQdBJ5/jKU3Y3j94C0RPefSwMsKTz8XGnrXIy05TbBsLYsvoOLyG9+O7oGdCepYMvVJHadaRByaTGpSGtp62nx595Wr8TfZNnOvSsuWf2BHuo5vz6Q24UrD6eW/Na6dHHFpZ4eGjgYiMeRmQ7cqf5BUgoWKHlM602V02wJh2gYV9LFvmZfP5GJJ8jch72fv4sPcOfuAxdejuX/hIcFdYkv0f9s72I8Ow1sxa+BiTC0r4ennjLGZEO596eA1ts6MK0Ae6ZXTZenNGG4l3CPUb2aRzzEaWuo09KnH+NVD0dBWJz01gxd3X3H0r9NFkkf65fVYcj06Lx9vbqFr29jMCIdWNnh2daGea23SU9NJT8/4W5U6JYFYLMpn2ZKRnZ2VL4C5JAxNKalTilL8p1BK7JTiX4V/mtjR0FADhIdrmUxCUlLq/6UhyepoaGjw40eSgnSSyaRoqKnz4cVHxngFFWsp0tBSZ97FcMRiMeObBCvCGyVSCfU96uDh64xbRwfEEjHP777i4IpjiGViBkb2ZOUk5TYnZWPMvxQBQKhfLLUamStaq75/SeL26XtsidnD/Ys/m4haD2zCwOieilaq4mBpX5PoY1PJyc5BLJEIq7Y7hNYqZbYM+OnBV1XRLVOX0dC7Hp6+zji1s0WEsDoq05DRrfLA/5Fda2G+1g/DimVxamuLdw93ajWqzrdP37l+XAjzffvkPQsvR5KemsH4JsElsmu1G9KcfuHdWRu8BV3DMoJCyEiPd88+cHLLWbbN2ltATaWpo8GiK1GkJqcxvkmIyrpY+FlRP2xhf7R1tclMF1o/VDV3yaGlq8XCK5GkfEthfNOQQiv4xmZGwjno7oZ5g6p8fZfI1/dfsbSvRUSvuRxZe7LY49bS1WLRlUh+fE0moKlQZ17bqRbunR1x7+yEtq4mb5685/jGBHbO3U9aSnpeZbofsf0XcWxjQpHbb9bHiyFz+gqZQLOF67xK7UrUdbWkvGk5ylUyoLq1mdAU9/oL5/ZeoaG3FQbGZQnzn82VIzeVbtd3rFAB/ezOS6pYViItJR3/qsOUEnEikYjlNyI5teMCK6cUJrpGLuxHbYfq9G+gPE8HYNLGYTTyrs+ehQfRLVcGo8qGVLeuhoaWGuf3XSX6d6EBK3DDCGrYVEO/nGCVyM7KYbhXCF9+yXSSqUlZeyeadRG7iVt+XPF3fSNdlp4PYXNsHJuj4xCLRcw8PpXUpFQCWkao3L+5p6fx9PYrYgctU3r841f8QX03S+YNW8H4VUMY3yysRKvkJtWN8fB1wn9iRyQSMR9efubI2hNsjtpd5Ar+lG2jsbSryWC7CcXmnoxe/ge2TeoT1WcBAWuHkfw9hXnDVqqcgNs2rc/kzaMY5RHEo6tPi9y2VCYh/GAg5auUY8m49YxbOZi5fy7j8JoTxR475FVVH5rM13eJGFQsy4t7r9i3NJ4Dy1WTvj2mdMZ3TDumdojkanzh6/dnw5QbNRpWI+lbMmXK6vDm8TsG2YwrkWqjZ5AvnUe1Zkq7SK4du6VQN8pVN7qGOrx79pGEnRfYPjMOkUTC4mt5jVwdo0qkROwd7EfHEa1YOXkj9d3q/FTd3HzB/uWFVTfy1q+HeaqNopSIlWuZ4Ni6EQOifiMjNYOMtEzOxl1iW2xckYsJ+uX1WHwtmnvnHxDiO7PAGPKWSNeODrh2dEBLR4O3T9+T/C2VWrbVGd8kmNtn7hd73AYV9Fl0JYrbZ+4T2nWmYqFCbtlK+ZHKk+vPiVtyWKFy7TfDnzaDmhHQLJS75x+WaIwVd2fz6NpT9AzLYFKjAp/ffuVq/C22zdzDi7uFFyL6RfSg9cAmjG8SUuB3Pj9k6jJhoaKTI55dXUAknJe1QZsV9++iMCDqN1r292Gcd8GGNEW4t58LdZwtSP6WwoPLjzm+KYE/onspMqdKYpn/I7YXzfs0Zqz3NEQicGorhHurCos2NCnLoqvRQvB47/lFPhfqGpZhweUIdAy0SU0rmd3/n4RMJlXUqUOuguRJSUlFJpP98u5SUqcUpfhPopTYKcW/CiKRUHn+T0FDQy3PX5zzf3FIshZSqYTv35MUpJNMJkUmlrIlZjeNmjSgVqPqQgPQUeV5LBWrGzP7dCiPrz1jWucY0pJVr7TWamSOa0cH/Ma3Jy0pncyMTLbP2ltkkG3+MR5de0Zwp+gCD2caWuo0atoAr64u2LdsSEZaJo+uPSMrPUtQ6/jGlmgVtGI1Y2afCeXR1WcEd46mjGEZnNsJ9jI5aXD58HU2R+1WKFPkVqqQLjFcOnS92DEq1azIgksRvLz/GsOKZdHW1eL14/cc33iaXfMOKH3oHDKnL017eaq0a4EQ3ChvA3Npb09achoyDRlhXWcVK+vPfxxBHaMKTMTkOUre3d0E4uHtFy4fvM6xTQlM3jSKexceEeIbW2y+Qf7jCO4cTWZGFu6df6qkXj96R/z6U+xZeEixrYrVjJlzNkywvfjNLHYMHX1tIo9MwdTCBJFYTMr3FO5ffMSOufu5clj5ecs/RohvrNIJZRXLSooQbpMaFchMz0JbT6tEoaD9InrQdlAzwvxnc35v0XY+HX1tQnaPp4a1GVKZlMyMLNKS00lJSuXx1WesmrJR0dbUbkhz+oZ1ZXL7KPrN8CcrIxt1LRm5OTDMbarS7QuqlsH4mQ4qpHzR1NFg5a1o9i2PV9SJ50f0kUlUrlmR0V5BvHpQ0FZoaV+DwbP6UKlmRSJ6zWfq1tEMcp6CiXl5c1zarwAAIABJREFUJq4aRH+7QD69+ap0n7z9nBgY3g1/i1FkZeUglYpZcXUGt07fI6LPT2uYQUV9VtyMYlqXWVw9dlvptixszYk8MIFhntN4fqfgpPDPWb1w72DP71Yj+fbpB51HtqLH5M4MdZpYbAOWhpYaS2/E8P75R6L6zMexdSNaDfDBpHoF3jx5T/y6k+yYs7/A9Rmwdig2Pg0Y4jBBZTaQHL5j2+A/oSN/Okzg1YM3aGhr4D+xA20HNycjLZPH159ycts5jm88Q1pKBgYV9Fl2M4ZlAevZu7T4UFoQVFfhBwKpbl2Vq/E3CeoYVaLPKaqqp21ma2wclWuZ4N3DDZ/u7uiX1y1AnMiJ76Fzf8f7N3cCmoZw74LyyXd+VLWqwpyzYbx98p6K5uXJTMviya0X7F+mWi03dO7vePdwZ3xT1RN8k+oVFPXkFnY1FPXkQ+wDeFgCm6V8jHFNghUh+3KFp2tHe9w6OaKtp62wByfsvEDk4SlcOnSNyF7zSzTBl48R1DEKg4r6ePg6Y+Ndj7SUdJ7ceM6+JfGc2PJTdWNsZsT8i+FcPHCNqN7Fj1HFshLT90+krLE+iEQlCkqWj3Fh/1Wi+ywoNIbCspVHHqlrqpOZnoGekR6j3CdzswSV9PIxzu+7QnSfBeTm5qJvpIt9Sxs8/Jxp4GGlsGztXXqYhB0XGDa/H17dXBnjFcTj68+KHaO8aTkWXI7k4oGrvHrwBk8/F0yqGxeZ9zN07u94+QtjFEWuqWmoYe1lRcsBPth414NcePXwLcc2JrBnwcEiySP5cYzymFKoWCE/eWTlYkFSYgrPbr+gjpMFx/46zcyBi4skdfSNdJl9JgwdQ51/3H71fwKJRLBsff+eiLe3NzVr1sTFxRVHRycsLS3R19crJXVKUYr/IEqJnVL8q/BPEjtisYgyZbTIycnlx4+U4j/APxGSrJ23fwVDkrPSshnfNETh1dfS1cKhZUMa+7vSsLGQx3L33EN2zNmHVE3KpE0jObjyGItHrynRvkcdnYpZ7cpE9pqHeQMzGvu7YWphwqfXXzi/9zKbInfxOd9E0KZJfaZsGc3BlcdYNGp1kQ82YomYem61mXFgEmKxiIzUDJ6XII9FXm2t6jjKlNXBoZUNjf1dqe9hRfK3FCRSMXrldOlff3SRuQZyyO1a+Y9DIA0E4iS/tWpLzG4+v/lKxKHJVKtXcrtWA08rpu0cx4nNZxAhwqWDPWKJmJf3XnNotfJ2jvBDkzCvV7XYMfTK6eLQygb/SZ0wMNYjJzuXq0dvsjVmT7GrwDMOBlKjQTXGehceI39zV/kqRnx8+YkHlx7j3M6e/cvjWThyVYmUa9P3BVLTRhjj9aN3WHtZ4eHrjHM7O0SIeH7vFQdXHuPgimPk5OQo2s7kTT0lGSP2RDCmliY8vvYcKxcLsjOzSUtOB5EweRaLxSQlJnNy61kq1zLBytmCcU1Di61qtnK2IGDtn6hpqBH9+0IuH75BeVNDDE0MqFDNCMfWjXBqY8vTmy9YF7qFwL9GEtJ1Fpb2NWg3uCm/NxhPbk4Oy65HsnfZUdaGKG8km5cQzOPrz5k5uHBGiqV9dcL3BRA7cAknNgtkoI6+FvPOhZGWlBfUXYTypP2wlvSP6MGHF5/pZzsRgJXXwjm47jQbo1UH2s4+OolPbxIJ6bmA+Scmk56awdgmYYVqvruMakW7QU3oUUS1ed8QP3y6u9C77lgF0dJ/elea9XTnj4bj+JCPZPl9hj9tBjZhctsIlZNRLV0tlt6I4uW9N0xuU7BSuELV8nj4OuPzmzsm1Y358i6Re+cfYlBRH7M6VRjqFFhktTWAp58zo5cOZEKLMIWtRA6pTIq1lxVObe2wa26NUWVD4b6jJkVELlfjb/Ho2jOOrDtVpBUVhKr14J3jOLjyGG6dHJFpyHhy/RnHNiZwZO1JpaSpUxtbJqwfrrKquqK5MU5tbWnczZVq9c1IfC8oD8tVMmRAg9E8v1N8dXjVulWYeTKY+HWnmD98BSKxCCtnISTYrdNPu9KprefYMWcfSYnJTPxrODY+9RntObXEY8w6FcK5vZfR0FankU990lIyeHLzOfsWHylAnMgx8a/hNGrSgJHuU4qsQK9cywSnNra0H9ocnbI6kJvLqe3n2RpbdNYNCOSfXfOGjPKYUuA4JFIJdV0tcevkWEB1cyX+Js37NuboulNKQ7uLG+Pr+2/Yt2iIh68z1o3rkqYkKNnUwoTZZ8I4tjGBuUMKK9+UIfzQZGo1Mufjq89UrmmisGxtjVWuulGMsSGBuX8qH0OmJuSquXVyxLm9PboGOmRlZnNo9TGWjltXrE2vUs2KzD07XTiOfGOoyvvZu/Qwjm1scW5rx0i3ySWqva9Y3Zh558M5vjGBvUsO49TWtljyaNSyQbi0ty/RGGoaajTp6c7A6F6CgjtHaHRURR4ZVNBn9pkwtPQ1/6+zX/2f4MGDB5w9m0BCwmlu376NoaEhbm7u2Nk5YmvrgLa2zj+9i6Uoxb8epcROKf5V+KeIHXlIcmZmNpBLSjHSX/i7Q5LF6OrqkJ4uyF3lUJPK+PDsIxOah6mcwMnUpFg3FhqbfPLCBXOzc5k3bIXK1VU5dPS1mX8xnLTk9EKTRP3yegpLTW2HWnz7+I3rJ27z6fVX2v/ZvIAFqSho6Wqx4FI4GamZjG8agkFFfVw7OtC4mysGFcvy/tlHTm07x7aZcYoGEbkFSd5KVRx0y+my5uFcUr6noKWnRXZmNk9uvmDv4kMFMg3yQ27XWjJOdaOKYcWyQptKD3dqO9QiKzMLdU01xjcL4aoKO05+tOzvw6DYXoXGqGljjmtHexp3c0PfWI93T4Vch7hFh4g8MgWAsd7TSmQJk9eALw/cwPtnH4TK81Y2ZKk4B2oaasy/GI5YImac9zQ+v1Wu3JCjXCUDhi3oj413PUQSMYkflFee54dUTcqCixFI1aSMbRxUaAyRSEQt2+q4dXLIs5fp8iMxGaNKhqwI/IsNM4pv6pGqSZl/IRw1DRljvIQxxGIxJjUqUK6SATnZOSR+/E52VjZ1HGsxdH4/crJzeHLjOU9vvaBGw2pUNDdGXVONjLRMXt5/w9bYOJ7eeM6EdUOpVs+MLTG72Rixi4w05SutBhX06Tu9G67t7Tmw+jiH1pxk9slpBLaN5FaCYCmycq7F9N3jGOwYyOtHhUkFS/vqhO8NoE/dMUrr7l3a2TJu+R8cWnOCI3+dJnTnWCFEu/ucEqmyFlyK4Mrxu6yctg2Axr6O9Avxxd9ilMrPmJiXZ+6JqSR+TEQkEvOn85QCDWmK70AmYd3D2awN3c7eZUeVbksilRC6awxVLCsxyieE1v29adnHkz8dA5XWfncY2oK+Yd04F3eZmH4LSUv5eYwGFfRZeDmCexceEtw5pshsDv3yetj41GPcqj8Vyse0pDSyMrMQiUWIxWKyMrN58/gdc/9czpMbL2jgaUXIrnFE9Sk+LBcEO+O889PJzMji+KYzmJgbU926KlXrVuHDi4+Edp3FkxuFyQQb73oEbR/D4rFr2Lv4MCKRiLqulrh0sMepjS2GJgZ8fPmJgyuPsTlqNzk5OT+bk0oYFqyjr82y2zNR05AhU5ORliLkvOxdfFil1bKee21Cd09g60zVOVhy4sSrmwtmdUzJzs5GQ0udSa1mcOFA8Y11Vs4WTN83kW2z9rImaDPwkziRk0eaOhq8e/qBk1vPsmPOfiZtHIF5/aqMcJvEu6cfih3D0qEm4QcnsXv+AZ7feYWnn4tAnCSn8fjac+IWHypUxR26J4CaNuaMcJtcLPlXpXZlfMe0xcPXCYlUItiVilHdAEzbOQ5L+5qMcJ1UaIz8QcmuHRxQ11Ln89uvmNYyYcecfSwYUbLw7qnbx2DlZMkI10m8efwOvXK62LWw/mnZSkrjybVnCsuWeX0zYo5PY9/SIywdv65EY0zeNIr6HnXYOe8A7p0dhTbDt4lcO6qcPJKThfuWxbN03FqV21Xk/XR0oHnfxqQlp/Pt03cOrDjKzrn7iySPqtSuxOyEMA6sPMri0QUDu1WRR2qaalS1qsxwl0lK70W/olLNisw9N53Da06wcOQqzOub4dTWDk8/Z4E8ymdbS/6WypwzYWjoqv+vIHUKIpf09DQSEk5z+HA8Fy6cIysrC2trG5yd3XBxcaNSpcr/9E6WohT/SpQSO6X4V+GfIHbyhySLxSJkMinJRViT4O8ldWQyKWXKaJOcnEp6ujCJEYlEqEtlXDl8g/Df5pYo32Dc6iE4t7Vn/vAVVLeuiqevM1plNHn16C3x6wpaakBoQYo5HsSt0/eY7j+7yEmipo4Gds2tCdwwktzcXNKS07mVcI+dc/cXaakytTAh9mQId889UGrdqVC1PM7t7PDu4U5VK1O+vP1KenoGlWuaMKF5qNIsiF9RsboxcxLCuH/pMSFdYshMz6K2Y03cuzjh0cUJzTKavP7lHMgtSCW1axmbGTH/QjhPbj4n5UcqjZo0IC0pjQeXH7Nz7v5CLTYAA2N60qqfDyF+sUpfV5yDvADqNoObCvJ84NT286wP3qrw86tCvxn+tB3SgrBuMwvYisRiMXWcawnWqi5OaOpo8PrRW87sukDrgc14ef81k9tEFGnRk0PItGjNjO6zuX7iDvYtrIXmLh955fkTds07oAjh1i+vx4JLEbx98p5JrWeUKHB12IL+NPnNg9eP3mJqUYkvb79y6fB1NkftUloLLa9lf//8I5NazSiy7ldHX5tF16L4/Por68O249LBDsOKZXlw+QnXj9/h3bMPGFcpR6uBTXDv5EBGaiY5OTmkpaTz+fVXDqw6Rtwi1fXh3QLa02FYC3pZjmT5rRiObjjDismbCrxnUEwP7Js3pI/VaKXbmLh2CEamhoz0DFb6ek2basxLCCb5WwpSNSn7lx1ha2ycSlWIfnk9BUm7M3ENkzvP5M55wR4jkUrY8GAmC8av5/iW80o/DxC0cSh2TRtw/9JjxvqEqgxJbt7bg55TOuFvPkzltsQSMUNm9cTH3wUQMdh2fJF2q2r1qjB0bl9q2FTj6Y0XHFhxlNtnHzDzxDSFVaQkSsSQ3QHUamTOcJdJfP/8g/JmRmjqaJCdlU1WRha6hmVw6+RA095e3Dx9FysnC5YFrCuyOjs/Ri0bhH3zhgy0HlMgz0pHX5tuEwTr1rbZe1mV73qwbdqAKVtGsWiUamLc0MQA906OtBncDEOTsnx+8xVTCxOmtI/g7O5LSj+TH2KxmHkXZ6ChpcEojyn8+JJEfffauHZ0xK2TQBq8efSOE5vPsGveflKT0xXV4csnrGfX/AMlGmPhlUg0tNV5ee8N1l4CafDoylP2LDxYqOEJwKGlDYEbRxab4ValdmWc29ri1c2VyrUqkpWRzcWDV1k9ZZPKNkM5bJrUJ2jbWNYEbWJr7E9VmlQmpZ7bT9WNuqY6b5+85/jmBBxaNcKosiHDXSbx+c2XYo+9gacVwbvGsz50GwdWHBXaDLv+JE4eX31K3BLBriRH1NGpmFSvwAiXSYq8u6LQrI8Xf875nc9vv2BUuVyxqhsQVJhV65gyzHkSH/M1HuY/B4LqRmjZ0i+vS1ZGFq8fvmWYc2CJ7tWhcROoYV2N4S6BivuPXjld7Fs2xNPPhQYedRTnYO/SI4Jd8shUdszZx+qpm4rZuoCgHWOp7VCT8B5zsHSohaefM5VrmagMizavb0bsiWnsXniQFRM3FLltOXkUGjcBgIy0TF4/esfJLWfYNf9ggcy6/DCrY8qs0yEqyan8tjX75oL9PC0t7X8lqSNk6ohJTEwhJwfS09O5du0KZ86cIiHhFO/evcXMrCrOzm64u3tSr16Df3qnS1GKfw1KiZ1S/KvwdxM7mprqBUKShVC4oomdv5PU0dBQR0tLg+/fk8nKewCQSCRoyNTIyspiQtNQ7udlCaiCVCph9pkw9I31GJdneZHDrE5lQR3j74axmREfXnwkYedFXtx9xdC5v7N9zj5WTS5ZC9LMU8GUNzNiQvMwDCvq4+HnjGt7B0QiEc/vvmT/8qMcXn1CMeFyaGnDxL9GELf4EMsC1hd7PvWN9Fh2O1YIMVaX8ePLD24l3GNrbBz3VAQ/yi1hB5YfZfGYNUrHMKtTGZcODnj7u1Khanmyc3LQ1NZgTOMgRRtWUZA3eB1Ze5IFI1aSk5ODVCalgacQQO3S3h6xWMyLe684kGcrCtkzHgvbGoxrElyiBq86TrUI2zuRE1vOcufMfRp3d6OeqyU/viZz5+x9tsXGFbJWTd0+hvpudRjfNKTYsFazOpXxG98e1w4OSKQSPr76xNndl9gSvbtIVVDghhE0atqAgGahikwLOeSTBE9fZ4W97MOLT1SxrMTJ7WeJ7Dm/RG0n41YNwbmdPRNahHH33AOFvayxvyt1XWuTnJjM3XMP2TY7jpsn71KldiVmngzh8uHrRPScV+QYFasZM/fcdG6cusuMHnMKWYlAyLwYsag/NRtW48zuS2ydtRctHQ10ympjVrsybQY1JTszm5HuUwrYhkAIxVz/dB6h/nPw6OyIpX0NBtpOLLRPahoyVt6O5uDqk6wJ3lZoH8oa67HiRhQLxqzl8NrCKrugrSOp72rJ3KHL0Suni2ObRlg51eLTmy+sDNxQQJEVcXgydV1qM7VDJKOXDyIrM5u+DScUaIXpPLw5Lft40tc6QOl5+yO8G95dnQnpOpve07pQvko5hjhNIvFD4TBuuWrnr/Bd7FZBgEmlYuaeCUEqk6BVRpPk7ymMcJ1coO5bGarUrkTTXp60G9yUnJxccnNzuXL4BnGLDnGlGNI39sQ0ylcxYoTrJD69Lnqybtu0AVO3jSUzI4vJbWaUKMy224QO+I1rr8jhUYbaDjUJ3h3Au6cfGOs9jYbe9Ziwbhjzhy3n4KrjxY4BMGbFYDy6OJGTnUtmeib3Lz1m9/wDhdoM5VDTUGPJ9WiSv6cy1nua0olqVStTnNra0bibCyY1KpCWnIauoS7Lxq9jU9SuYvdJqiZl8bVoMtMyFfXk8nuiWydHXNrbI9OQ8ebRO45tOM2u+Qdx7ejAyMUDmDOkZCHRUqmEBVciEYFQT+77M+fl4ZUn7F54iPNxlwt8xr2zI2NXDmH+8JUcWKFcQSaH8Ltgj39gJ8QiEYkfvnPhwFW2RO8uUr2hsMPlqa0K7HN+4qSDA+qaarx59A59Yz2yMrIY6jix2NBuANtm1kzZMpoVgRvYOXffT9VNV1dFUPKv5NGsUyEYmJRlhMukEik9rb3qErI7gJNbz1KjYbUCxIkq8igqfioVzY2LJMDyn4NW/ZuQmpyGVCZhfei2YnP7AKbvD6RaXVOGOQUWIMDk58DT1wVrLytS82xrl+Nv0D2wE1tj9rAupHAWmTIE7xpPrUbVGe4SiKaOBo5tGuHp5yIsKrwT1FfbZ+1VWPcE4iiYnfP2F/u8VL5KOeZfDEeiLiU9o3hF5b8LhUmdQu/IzeXp0yecOXOKM2dO8/DhfbZu3YOenv7fv7ulKMW/EKXETin+dZBK//tjiESgra0JUCAkWSqVoKGhRlKS8hX+vzMkWVtbE5lMlheSLPxCymRS1CQy1odupZZtdeyaNyQ9NZ1HV56yc/6BQg+yBhX0mXd+Bh9ffWZS63B+FFFNalTZEOd2dgyZ05f0lAxycnI4sfkMmyJ3Ffkgq1dOl/kXw/n28TsTWoQVaEHKb6nx6upKGUMd3j5+z+c3n2ngWZfZg5dyqAQTGHnTUuqPVALyanXl4csOLW3ISM/k8fVn7F5wUPEgK9i1erBo1Cr2Li3erqWpo8HSW7FkpGby48sPajQ0J/HDN64dUx5ADdCinzeDZ/ZmWUDRq9i1bKvj1tGBxt3d0CunC8C+pUdYNWWTyhVAOXx6uDFs4QDWBG1ma8wexd/VNdWwaVK/oLXqxnP2LTuC75h2aOtpMaZxEB9eFF6Z/RWuHR0Yt+pPNszYzqHVJ3DKs5fJQ7hvnLjNluif1iqxWMyshFAMK+oz2jOId8+Ktz/4jhWqwH98TaaMgY5Si92viDkxDRPzCoz2nMqbx+8Kva6moYaNTz08/Jxxam2LupbQavf05gtGuE4uUmVm6VCT8AOTOLj6OLfPPqD3NF/0yumSkZrB4+vPeXztKW6dnShvasixjQmsD9uuVAEjlUkYPKsPXn7OBLQI416e8kVTR4NtH5Zx7fgd1oVtJ+LARIa5BanMGGngXptp20bxe/2xfH5beOLl3smeEQt+Z5B9IO+fC99pxWpGRB6cSPK3FCa1iSjwXWuV0aRFv8Z0D+zI908/mO4/izrOFvw21ZfNs/bRI6AdP74mM8wzmK+/EDJaZTRYezuaeWPWcWxzQVvOgBldadbdlVHeITy7/QqJVMLEtUMwtTBhgI1yIsjLz4lB0b/ha1q4ul1LV5OF50P5+v4bAc3CyMnOIWDtn9Rzq83oxtN4dqvonCqnNo2YsG4YG8J38O7JexxbN8KuRUPIhXsXHrEuZEuBJi2pVML8SxFIZRJGeUwtshkOhEDXhVejOLTqGD++JtEtoCOvH75lzbTNSmvj4af9cXzTkGJbvMoY6DDxrxHUcaqFVE3KzAGLStQMB4Lqr8Xv3kxoFsqDy0+o714br66uCiL19cO3HFl3krjFhwUFkoEOi65F8+r+Gya3DVfUeheFPmHd6DisFfcuPqK2Q02SvwkB5zvnKQ84l9eTf3z1mYlF1JNXq1cF57Z2CstWalIqz269ZEb3OcUqETW01Fl8PZpvn34wvkmwggyQqy3cOzvh3N4OqUzK60dvOfrXaTLTMxVV7iWx0UnVpCy5Hk1acjphXWdi5WKJZ1fBqiOv5t6zqCB5JLfDzfpjCfHri7Y5A5g3MGPOmelkZWQhU5fx+c0XLh+5wdaYPSp/c107OjBu9Z/MG7pc6W+nPOvGtaNg2VLTUEMkBk0dTXpUG1xsthOAQ+tGBP41giXjfrZGFqW6Ob39PHPOhKFbrgwjXCaVqNHRxrseQTvGsSlyJ9lZ2YWIE2W2tehjQRibGTHcObBIckpuW+s2oSO1HWtCbi5vHr9XWPeK+s2dvj+QqlamDHOaWIjw1TUsg32Lhnj6OWPtVZfUpDTePn2PhW0N1oVsYW1w0cRRhWrlmXMmDImGlIzMf19QctEontRR+qncXESi//E8tRSl+H8WpcROKf51+G8TO2KxCB0dLTIzs0hNLfjQKZFI0NJS48cv1o2/NyQZypQRQuZ+/EhSkE5qUilkw4QWYQp1hEQqob57baGavJMjYomYF3cFZciLu68J3RPAmV0Xie2/qETqiCmbR2HtXY+wrjMpa6xPY3836nvUITkxmdvn7rMtpqAypIZ1VSKOTOHK4RtE9ppXbB1tpZoViTk+jTJldYBcPr4Swpc3RxUMX86PKrUrEXsimNsJ9wjrVtgSJpaIqetqiUcXZ9w7OyJTl5GRnknZ8npMbBlWpM1Jjl/btdJS0vPqYm1o3M2Vho3rkvIjlXsXHrFzzj6uxN9kQNRvtB7YlNCuM7mgYnU8P8pVNmTeuem8evCWc3GX8enhhqllJT6/+crFA1fZHLW70EN372A/Oo1sTfhvc0nYeUHFln9aq5r3bYx7FyfIhXfPP3BwxbFCFrtf4Te+HT0mdSb694Wc2Fwwb0irjCZ2eTaCRk0bkJacxpPrLzCvX4UPLz4R0Cy0SLJQjvZDW/D7dH/FanyFquVxymsvq2pVhS/vvnLlyA1Fe5mGljoLr0SSkZbJOJ/gYiffAC37ezMotg+ntp3DysUCo8qGJH1LISPf5DXlRypXDt/g4eUnDF80gM3Ru2ngaUWtRuasDd7KteO3sfayonewH+RCTk4OauoyfnxJ4vDakywNWK9y/M4jW/HblC4sn7hBIETfLCbpazLzhq9iUPRv7Fkaz/rpO4s8hvEr/6CyhQlDnacofX1w7G94+ToxwnMaDTzq0H9GN46sPcnCUauVqo0ANLTV8Q/sSIehLUhLTuevyD3sXhLPrPhA3jz+QOSApUo/16KXB72mdKBHXvsVwIi5vXBpY8vYpmE8zUe4yBu6di44yMbIPYW2JRKJWHJlBo+uPyei90LF3ytWN2bWsSncOfuA0K6zClhKe03zpdOIlkT/vkhl5kvrP5owMLIHswct5ci6n2SISCTCysVC+H/o7ER6SjpPbj7n9PbzdBnTlsQP3wloGlKkRQ+EyuLF12I4seWMIpi2rLE+HUe0pGU/H0RiES/uvebklrPsXxZPalIaLh3sCVgzjBDfGC7sLz5TBvLZat58Qd9Yjyc3nnNg+VGOrD2p8jdn3KohOLa2ZbTX1EJNPQA1GlbDpb09nl1dMKpsSOL7RAwrGXDjxB0mtpxeot+D/pG/0XpgEwJbTefW6XtCs1Djurh3dlQEnL+8/5oj606yb1m8YGvMqw6XN+kVB3nN+oYZ22noXQ8rZwuSviZz78Ijds3bX0h5pWugw+Lr0Ty/85rJbcOLtCGb1zfDuZ0dPYN8SUtOJysrm/j1p9gaXfhemx8KcurlZya2KEhO5a/mVpBHD9/y7vkHHFo2IqzbzBLZ4eTKqR9fkxjnE4y6phoOrWzw7OpCPTfl5FHTXp4Mnfc7UX0XcHLL2WLHkEolrH0yn5SkNLKzsqmUV09+5Yjyhin4qWqaPXipSoJRpialnrugunHt6IhWGQ0Ats3ay4bp24tV3ciJo1/thrqGZQpUtKcmpfH4upB55Dum7f+IOLL2qkvwrvGsCNzAlSM3cGrTCK+urphaCuTRjRO32RJTMDA7Kn4qFaqVL5Y4AoE86jCshXBtpWSgrqmmaFuTh4bnh0n1CsxKCEWsLiYz83+//aoUpSjFfwelxE4p/nX4bxI78pDk1NQMMjIKPxBKJGK0tDQKtGL9ndYrsVgISc7MzCQ5uWBIcuK7b4xvElykbaBWI3PcOjnSNaADKd9TkcjEgsQj6PonAAAgAElEQVR59r4i6zylalLmnZ+BVhlNxnpPK/DQq6ahRqMm9fH0c8axjS1Z6Vk8uv6Ux9ef0XpAUzZH7SqRxFkqlRB7KoRylQwY2ziI1KQ0HNvY4vObOxa2NUj8KITubo7arXjYcmhpw8QNIwRv/IS/iv0ORCIRS27EoG+kS8qPVJXhy/khb6U6tOo4i0atVjqRkgdQe/q54NzODg1tdQA2Re4qkVXN0qEmM/YHcmrbOWb9sURhe9E3EmxF3j3csXK24PuXJG6fvseWmD34jmlLQ596TGgeprIeOD+q1q1CzLEgLh26zqaInTi3s8OrmyvGZkJr1dk9l9gctbuA1H/08kG4dXQksPUMbicUXXkrlUlp0sudQbF9EIlFZGdm8+LuKw6tOcGBZfEq28sGz+5Ds95eBHWI5OrRW4VeL2Ogg0NLGwWJmJ6WjqaOJh9ffGJA/dElUhX0ne5P+z9bEOoXq5hM6+hrY1anMrqGZRSrgsZVjeg3ozs5OblkZ2cjlUm5lXCPmH6LSE1KZ/KmEVg5W3B4zUnWhm4j8cN3ZOoybLzrMmJBP948fc9ozyCV+2HXzJqgbaPJysxWhC5LZBKkMglf3iWyaOx6Tm5TnVuja6jDqjuxzB2+imMblYd6D4j0p90fTYSclOEr2LNQdb5PfhibGbHsVgwDHSfz/vkn7JrUY+yS/vhWU559IxaLiNofQJmy2gzzDCZw7RBq1K/CGJ9QXj0srJ5yam3D6MX98TUdovR/yKS6MfPOhBC/4TQLR62jkU9dJqz9kwMrjrJ4zFql/9uefs6MWjqQC3uvEP7b3AI5Pv1m+NN2UFOCOkVz5Uhh5YgcEqmEBp5WNOvtiVNbO6RqUr59+s7Tmy+4Gn+Tq0dv8ehK4Sptgwr6LL4ew9ndAjH+K0QiEZb2NXBsa4tLO3tMalQgOzMbiUzMy3tv2DYzjnN7LikqxVWhw7CW9AnrRqivcO3WtDGnsb8r7l2c0DUow/vnwv1rS8wehdIgdE8ANRtVZ6TbZKVKtl9h41OfoO1j+fT6MxWqlufbpx/cTrjH9tl7VSqKxqwcjHNbO8Y2nqa0qlokElHTphouHezx8HXGpHoFMtIyyMnJpW/t4Xx6VXwWzZA5fWnS06NAzbqahhoNvevi0cUZxzaNEIlEQkPgmhNc2H+FeedmcCvhHmFdZ5WInOoT1o32f7YgvMcc9I318Orq8pM8Ov+QHXP3c+3Yz/uSroEOS27E8OjaM6Z1jCqWnKreoCoBa4diUqMi8sWKiwevFUkeaeposOzWTN48eUdgyxmFiHcFeZRHoEllUpK+pWBcpRzBXWJKpDhS01Bj6c0YEj98Y3zTUNKS0xQ5L3Llkdy2FrfoMGf3XFIQRyVWNUklLLoWRWZ6Fie3nsWrqwuValbky9tErsTfZGvM7kLkkUcXZ8asGFQkcQQFw6Kb9fYiKzObT68/c/Sv08WqbuyaWzN582ildjj5742iaSw5jSc3X2BU2RCJRMxw58ASEUf1XGsTuncCa4I2s21mHKYWQmi4h58LVeua8vVdIjdO3mH77H2kJaUx63QISEVk/j+QqVOKUpTiv4dSYqcU/zr8t4gddXUZGhpCSLKqSahYLEZHR5Pv3wUC4O8kdaRSKbq62qSkpJGWJpAwIpEINYmMu2cfENIlpkhyRo4/YnvRsp8Pc/9chkEFfby7u1GpZkU+vvrCuT2X2By1q8BqVHnTcsw5G8arh2+Z0i6yyAcmuTIkcONI9MoJwYov7r3i8OoT7F18WOV51Suny4JLEXx++5XAltMLqTzkypDG3Vxp1KQ+KT9S+fEliSq1KxPZe16JMhe0dLVYeCmCtJSfDV7GZkY4t7PD5zcPIXz53VcuHbjG5qjdvH36ntYDmzAwumeRzVf5oaahxoJLEUikYs7FXcbD1xkdfW3ePnnPsQ2n2Tl3f6HvyKubKyMXD2RdyFY2F5FPoaGlTqOmDWjs74pj60ZkpGXy5tE7NoTvKNTQ8iscWjdi4vrhbJ8Vx+qpmwu8ZmhigHOeOkZhLzt+i6q1K2NYyYAxjaepzADJDzkBtn95PEvHrqO6dVVcO9rj1dWVshX0lRJooXETsLCrIVSml6Bevp6rJWH7Anl68zlV6lQmNzuXZ3desm9pPEfXn1JKGEzaOBIbn/oENAvhweXCE/T86DahA/4TO3Ji6zl0DXW4Gn+bfcviadXfm55BXbhz9iFzh67g3bPCEzJdwzLMPRPC3XMPCe85V+n2TS0qMjshTEHkrA3exvAFvzOuWRjV65vRP9yf22cfMKVDrEolhk93V/6I6o6/+fBCEz7zeqaE7R7Hx1ef+fD8I/YtbXj37AMzBywpNvelb1g3vHu40dNqLCDcW1bfjGTnosNsn6f82lfXUmPGzjFUr2dKZkYW3z8nsWDUGi4eUk6kLLsWwZm4y6yYtFnp6xZ21RmzZACmFhWFGnCphIUjV7F/xTGV+21qYULA2qFUqlGB6yfusG/pEZr19qSBV13G+UwrtpYeBGVhZPxUTm8/z/IJf1HX1RLrxnWp62KpaD77/jWJx9eesWTsWr5/+s7ia9Gc33eFmN8Xluj+79TGlokbRnBw5TGMTA2pWseU8lXK8SMxmZsn7jB/+IpCKgD/wI50Hd+BKe0iCpALclQ0N8axTSOa/OaBWZ3KfHz1BQ1tdUQiGGwbUKIg33qutQmNC2DHXCH/Q1NHg0ZNG+Dp64xdi4ZkZWTx7PZL9i87wtG/EsjJySFkdwAWdtUZ6T6lRG1ANayrEnMimAv7rlCusiEWttX59vE7t8/cV0keTVg/DNum1oz2nMqz28rtdnLyyLWjAy37N0GmLkUsFhG3+HCx+V8ghK437ubKWO9pPMxH3qlrCsojjy7OOLW1hdxcXt5/w+kdF+gypg3Xjt5iRo85BXKnVKHfDH/aDG7OxBZhvHv6AftWNoXIo13zDyiUR3rldFl8PZqHl58wrVM0WSVQb4xaOhCvrq58ePmZClWN+PT6C5cOXmNrTJxS25qmjgZLb8by5tE7JrUJV6rY/NW2pldOl4y0DM7vvUJkr3nFPmuoaaix5IbcDheiCNpXWLa6utDAvY6Q95PXsqWpo8nwBf2J6jNPpQovP8RiMYuvR5GdlUNs/0XYeNfDs+tPy9a1Y7fZNrOg6sa5nR0T1g1j7p/LObT6eJHbl0gl1HOrTdjeiYhEkJ2VzdsnqlU3clh71SV45ziWT/xLqQW7TFkdbJtb4+HrhEs7ezLSMkhNT/9fp9QRiQRSRywuJXVKUYq/C6XETin+dfhvEDu/hiSrgkgkQldXi2/fkv9WUkddXQ1tbU1+/EhW/PhLJGI0ZGqoaagR4hdboEFDFSKPTKFa3SqMaxJcQJ5vUEFfqCbv8VMdc+3YLa7G3+LPOX05vimBOUOWlehBdur2MTRwt2JiyzAy0jJx7eiAd3c3DCuW5f3zj5zcWnByX8PGnIhDk7l08BpRvecX+yArU5My81QIppaVyMkWzv/zO6/Yu+SIysl9pZoVmXU6hHvnHxHiG6v0QVbXsIygjunuRj3X2uTm5iLTkLFi4gY2RRZtkYE8K9X5Gby4+4qp7SMVcnNTCxNF+HLF6hX49Poz5/ZcZkvMbloNaEKX0W2I6DmX0yX4/nQNdFhwJZIvbxNZPWUjzm3tcO/ihExdxquHbziy9mdehhydRramd7BfsSugIJBfbp3sGTq3nxBA/TVJsJcV014mWEX6snT8OnYvOFjo9QrV8trLugvtZV/fJ6Ktp0VWRhZ/2Iwr0QRUnvOzPmwbmyJ2CooIh5qKyvMyZXV4++Q9JzafYcecfaSnZPyPcn7+iO1F+6EtSUtKIz0tg5f33mBqYYKOvrbCznH16C2ifl+k0kpgUt2YBeens3jcWvYvLxi+Wt26KjFHpyIWi7l74SFT2kez5FokCbsuKSxcRpUNCNk5jlxyGWQXqHJfY45MIjsrm3HNZyj+5ju6Fd0ntGfb7H2smbqZnJxcyhjo0GV0azoMbcGdcw8J6hhdYN8jDk3i8NqTaGipM2hmT/YsPcbSwJ/NM026u9J7cge6Wypv46ptX51pG4dx7+JjNkXvwdrTii6jWhHQKpy75wqryOybN2D8ykH4mQ5W2pIllYoJixuPeb0qzBywmHKVDPhtSmceXX/G+CahKs8HQH332rTs741bJwdARFpyOp9ff+Fc3CU2zNih8jtzaGlD4IYRbI7erVJZqFVGEwu76vj85oF7FydFCPO0TtEluv/LbR+Lx6xm75KfeV7yvJOOw1tR38OKiwevEtV7PqlJaYLNaYAPAc2FUPDiUK6SAasezCU9JR0NbQ2+vhdUEUVVaMuDfOUhu79CLBZT27Embp0cce/ihE5ZbcjNRVNHk351RxVZzS1HPffahO6ZwObIXawPE4K/NXU0sG1mjUcXJwV59PTWCw6sOMbR9acIjZuAeQMzRriWrJ68ho050fFTObjqGK8fvqWxvxs1bcz59uk7txPusW3W3kIB+oEbRtDQux6jPKby4q7yXCvII48amdNuSHPcOjkikYj58PIT5+IuszV2j0qLMMDwhQPw9HNmTOOgQgSjuqYaDb3r4d7ZSaE8evv0PWa1K3M27jLTu80q0e9t3+n+tBvSnAnNQ7lz9gEGFfTzLFuu1HURyKP7lx6ze8FBLh28JljVbsTw6MrTEhNHvmPb8duUzuxZdAi75g2Fau43X7l86DqbY3YXah7U0FJn6a1Y3j/7yMSW01VaffPn/bQe2JTkbylkZWaxNWYPu+YfKNKyJZVKWHIzlpTvKYz1nlbgvfmzbhp45dXUX3/O05svaD3Ah9j+izi2MaHY4xaLxYqFmpHuUyhrrIdja1sh98kqn+pmZhyP8r5feXD14tGri83uq1q3CrNOhZAjzlU0mv5vgUDq6CISifj2rZTUKUUp/i6UEjul+NfhP0ns5A9JVhWI/Ov7dXV1SEz8/reFJGtpaaKuLoQkZ+c96EmlEtRlaqwL3kqFqka4dXZCpiblxb3XHFp1jH1L4wsQHPnVKgHNQvn6XvVKppauFg4tGzJkTl/UtdTJzszmxsk7bJsZV2QLlJqGGvPOz0BNU42x3tMK1aUamxnh3N4Onx6COubz2y+8fvQOaw8r1oVsVTz0FwV5KK/crvXm8Xss7Wvg2skRLz8XdMpq8+ZxXpPKvAOkpaRj28yayZtGsXfpYZaOW1eiiVhU/FSq1q3CtaO3sG/ZkMy88OU9Cw8pVcfIW6lObjnL7MFLVT6Q5yfQ6jjWypN5v2Ten8uKbb8yq2NK7IlpXI2/KdhO8j2Qm9c3y2svc6WciQEfXnzi9I7zGFQoi2snB6a0i+DGiTvFHrexmRFzz8/g4eUnTPefhaV9jXztZfD83msO5jV3ya8vhc2phFlCppaVWHAxnO+fk9A30iXpl9YqZegypg09p/oqzfmRo3ItE1za29HY340qtSuTlZWFhqY6w5wmcldFK5oc49cOxbOLM5kZWRxac4JFY9ZRo6EZYbvHc//yE1ZN3kyFaka0GuBNLRtzRjUOVhna69SmEQGrBvOHXYBiwmPpUIPw/YFIJGLunHtIYJsIekzqSNOeHvSxGkVG2k/bp1YZTWadnMaHl5+Y1C5a6RgGFfRYfCmc/auOsSZoKzP2BVDNypSgzjFKv2cjU0NGL/0DS/sabJ+9jzXTtjBmxSAaNq6Hjr42ahpS3j77yMgm00n6+nMVWiqT8Nf9mawI2sqBNQVJwQEzutKytwdrQ3ewdeZexd87j2yF7+hWdK3yp1KSdV5CMI+vP2fm4OUF/l6phjFRBwP5/OYLk9tFKtQWZY31iD0+jcSP3xjpPlXp+QDhvrXoSjg/PicR4huLoUlZLOxr0LibK2Z1THl87SmLxqwpMMFvO7gZ/SN6lGj1HuSZOtF8fPkZUwsTnt95xZqgzSobpkBenz2GxWPXFrJ95Ee1elUYPKuPoGb5/ANDEwOGOkxQanP6FZo6Giy+Hs3Xd4kENAtFIpVg31JQOFp7CflfD688ZffCg4o8FjkZW9IgX6lUwqqHc8hMzyI1OQ2z2qZ8eZ8o1EerII/kFehLx6tWPMpVnq4dHXDv7ISekS65OTnsWxbPmqmbVaoi5JBXh28M38GGGTsKnBPbZtZ4+jlj18yaTLnyaPlRGvu7Yl4vjzgqQbC7QBxNYe+SI+yafwCHVjZ4dXPFwrYG3z8rt61N/Gs4Nj71GeU+hRf3lNeLyyESiXDr7MiY5YNJS05DS1eLjyUgj4bN74dXnuJIWbNhgcyjtnbINGSIJSJSvqXSw3wI6SVQ+PYM8qXTyNZMbDldYcfVL68nnIOuLkLz4LcUHlx+TNzCQ9w+c58lN2J4duslU9tHlChHqeOIVvQJ6cqcIcsoV8kQr67OVKpZkc9vv3I1/lYhy5aahhpLb8Xy5e1XApqGFGnHldfUD5rZm0q1TATVzeN3nNp2nu2z96lUICvUQJk5jPKcWuh9Ovra2DW3xsPPhUY+9UhPyeDT2y9Ur1+VmH4LOFCEyhAEi170sSCyRTn/S5U6paROKUrxT6CU2CnFvw4SiUCw/P9FUSHJqpCbm4u+vg7Z2TlkZGSQnp75Xw1MLlNGG7FYxPfvyQpCQk0qRYyYyW3DuXX6Z+5JjYbVhHapbm6ULa/H26eCeuHSwWuE7Z2oMlxYGYbO/R2fnh6E95hDVmaWIjsmNyeXp7deELf4MMc2nFa8v7xpOeacm87Le6+Z2j6y2NBRXcMyBO8aTw3rqojEYr5/+aHIjlGVF6NroMOCy5EkfvjGhBZh/FCSTaFQx3R3o6K5MWkpaegZ6rIsYC2bIncXe9waWurMvxRBbk4u43ym8eVdohC+7GKJexcn3Ds7oaYhqGPk9jLPrs4MWzCANUGb2BobV+wY8np5PSNd1gRtxrmdHY2aNiA1KY0Hlx4rVcfIrVQ7SlAvX75KOZzb2TEg6jfIheRvKZzdI1STKwvDlMPK2YKwvROJX3+S+cNWFriu5avW7p0d8fB1Rt9Il7dPPyCRiilnYsiYxkEFrAyqULVuFWKOB3HxgKDOkkglBVqrcrJzeHrrBfuXHeHIOmGyOWLRQDy7OjO5TTg3TyknfvLD2MyIBZcieHz9Gbk5uVi5WJKems63j9/5/PYrX9585enNFxzbmMD75x8J2zsR26YNSEtJZ++SeJZO+AufHm4MnduHDTN2svGX66ZvqB8t+nrRs9YIlSvKAyN74NPDlX71RlPVypTgXeMQi8U8ufmCsT4h6BqWYfnNaCZ3iOLmqcLZRYYmZVl2PYo5w1Rn6dS0qUb4vvGoqct4cfcNE1pOL7YK2bG1DYNn9UFHTwt1LTWGegRTrpIBk9YMpq/NBL6+L/x5tw52jJjTm362E/n6/hu1bKoSc3AiOdnZjPYJ4+GVwhPKoixXlvbVidgXwMQ2kdw+K5AsLX/3YkC4P/uWxbNk3LpCxKiuYRkWXArn+e0XBLaOKLTNitWNmZMgNEyF+s0sFJhbqUYFOo1qjU8PD1KT0nh26wUSNQm17WsxuW14kRk8csivq4SdFxRqoo4jWtGsjxe52bk8uv6UfUviObHl5/fl0NKGwI0jWThyZSEFlyrEngymeoOqCrvexf1X2RK9R2UTlH55PRZdieTx9ecEdYwqdOxyS42rvEZcTUrKj1SMKhsS1CmqREpPDS11ltyMEZrJ8loH5VkkXl1dFBXaD688JW7RIc7uuaRo/orpt5Djm5Rfw/khlUpYeDWS3Fw4vPqEQhXx5Z1q8qgkxBHkKY+cauHWyYE2g5qRnZnN1/eJxK8/xfZZe4skj+SKo40RO9gwfUeB1+S2NY8uzti3FJRHz++8REdfGz0jPYY7B5aIODKvb0bM8WnsXx7PkrFrMapsiGObRgJ5ZCeQR3fO3GfnnP3cPC3cA8et/hOHljaM8piiskkvPypULc+SG9HcPfeQ8lXKYWRajk+vPnNh/xW2xsTx4WXhdsSBMT1p0debcU2CFYUMv0KmLsPaywq3zo54+rqAKI8EnLyRnfMOFPu80TWgPf4TOzGpzYwCpHQBy5ZHHVK+p/Lo6jMOrjpG/8gevH30nomtphcZji1Hy/4+DIrtRVi3Wbx59A6ntrZ4dXWhSu3KfH6XyI3jtwoEJUulEhbfiCE1KU2R91cUJFIJvYJ96TCsFcnfUtDS1eT9s48k7LzA9plxhXK0atqYExk/hWxKSZ1SlKIU/1mUEjul+NfhP0HsFBeSrAz5rVcymRQ1NTXU1WXk5OQqSJ7s7OLDGksCsViErq4OWVnZJCX9XClSk8pISRSkx0VJ1E2qV8ClvT09p/mSk52DSCRi//L4ItulhHHFRMZPwdSiEuObBBfINhCLxVg61MC9ixOevs5oltHk9cO33DlzjyY9PYn/6xTzhq4ouV3Lw4oJzcN4fvslts0a4NXVFbsWDUlPzeDRtafsnneAs3uE9hDz+mZEHZ1a4nYtgEmbRmHX3Jpnt14I2TF59rLNkbuVri4bmxkx5+x0nlx/xrRO0SozBPKrY0yqVyA9JYPbZ+4T6hdb7OqyXjld5l+K4MubL0xsOV3xfqlMSgPPOnj4OuPaIZ86ZvlRtPW16DWtK3OGLC1RlpCGljoLLkeQnZlNcJcYLOxq4NXNlQaeViR/S+HeuQdsnVVQHePTw41hCwawavJGts/eW8TWBVS2MGHxtWiyMrKQyqR8fvNFZXOXHHbNrZm0aRTbZ+9j9ZTC5JT8+nLr5IinnzPaetrk5uagVUaLQY3GKV2R/hXyEOqjeddibm4uEqkE8/pmmDcwo0JVIypUM6ZK7UpUtaqCSATpqRlI1aSsD9vBpqjd+I1rS/cJ7Zn+2zzOxRVWYohEImbsC0CmLmV04/+PvbOOizLv1/97AhgaCREVFbsDkAYJFbsVsFZd114bRREVRBpB7HbVXddaW7E7sLsTMUBUQhrh98c4ozgzwLPPOc/v7Dlcr5f/eDPBPcH9vb7X533NU/o8BAIBvmtH4dDNGom2BnnZ+Ty5/hz/bhHkZuWx4no4j68+I3rESpW/i5uXA+MWDsHHYrzSxZFDNyt8V48kJTEV05omnNt5iejhy5SOOP343AJ3TqWSmSETPaTjTTFHZvL2xXsiflHegDVl2TAculiiqSMhP7eA90kfMaluyMF1J1k+dZPCz9t2aoXv6pH0qz5GqfHda3wHBvr35OqRW1h6NJM+L6FAmiaau03pczCuZkjs2Xl8fPuJaW2DyM2WnpMWrk0I3DmV+LUnWDHlt1ITeTLIeeCu6RR9KUIoEpKWks6Vwzf5fd52le9dszqmLE4I4+Sf51g0bnWJY0KhtHXPpa89zr1t0dSWkJz4nrfPUrDtZEnk0CUlGrlKU/iRAMwbVGOi0yyyM3K+ji8609SpoZzH8lfcAXly0szClEUJoVw5dJ2IIUvK9d07689J2HRsReqbT5jWMOZ90gcSDlxjW/ReUpM+KPy8vrEeK25E8uxWInN6RihdSMtGapz72OPU0wY9I10K8gs4t+syUUOXlrm4l2hpsPJWNJ9SvhlH8A1kK6uPzv6cy5Nrz9m77BB6xrqMi/uZBb8sK/dYzbJrEQhFQiKHLKa5S2PcfJyo1awGn96lcfOHxT18G1Vb7ad8xPTH+29kV4/IY9JU2ZcvRbx7nqJycS9TY/v6hB6cxbZo5aOAEm0JVu2a49LXHttOlvLxYz0jXYY2mkBSKWa9TDUaVSP2bDDHNp1hyYS1gPTzJEseNbKrT+aHz9y/9Ijdi+K5ceIOE5ePxKWvHVNclbeq/SijqpVYfj2Smyfu8vJeEq5eDpjWqsyHN6p5P0OCvOg5obN8jEyVZO+vtgPb4NjTRlpP/iyZk3+eK3NkS9a4GNg7iiuHb5Y4pmuog03HVrTp50Arj2bkZuXy/HYitZqY8/Z5CtPbBpWLW+jq5cCU1aPlbWTV6plh38VK/v5KS0nn9ul7/BW7HwQCIo7OprD4S4WpU6EKVei/XBXGToX+cfp3jZ3yQJJ/VGk8HbFYJDd5APLzC8jLK6Dwb7YbiMUidHV1yM3NlSeJpJBkMc9vJRLQLbxUgLFMA2b1xnt6D5ZOXIdAKKTtQGcatK4nb5faEr67hMGhY6DN0ivhZGVkM8MzuMzmh5qNqzNl9Rhqt6gJQPLL95zbmcD26L0qL2LF6mKWXApDoqWBb9tAUhJL7hLKYIVt+tlLeQZiEWkp6VSvX5VN87YpgH+VSSgUEnliDtXqmjHNI5DEB6/l42Xu/Z1o5d5MXk3+V+x+bpy4QzOXRszb7cfRjadZOnFduVJYMpbQtug9OPW0pVZTaS33lcM32Rq+W+EiVtZKdfWrOaWKbSBLxzj3tqWfb3dyP+eRl5vH7sXx/BW7v9SL2MrmxixKCOXZrZcE9opUqOG1bNuMNv2kQNCiL0U8v51I5sfPWLVvQdjAOM7vvlzm7y1LTn1KTmNGBykI2LaLFR4DnGni0IDMj5+5c+4B2xfsk4+9yEdefl3D4fUny3wMdYk66x4upDCvkIK8AszqmPI+6SOXDlxla5TyBWibvg5MWTOaDYFb2R6tWKn9vYRCIctvRGLRtAaJD16T/DKVC/uuUr1eFToMcWNmlzDuXVQ9vmVUtRJr70QTMmgRCfuVV1bbd7VkxoZfObzxNHfPP5Qnb3qN74iPXw+GNJ5EdkbpybbwQ/4U5BUyq3tkif8fMLMHfSd3JmbkSk5sPkdDm7qMWzSMKrUqE/7TYi7Hq+YhOfWyZerqUWwM3c2ur41ZdVvUIOrgDH62msGHt4pjmi49WzNp8VDevUwlasQKntx4Se3mNYg5GsDcvjFcP6E4ornqWhgXD15nzXfMnu/VdaQHw+d78/ZZCqtn/I6mriYTlgznxOZzLBq/Vult9I11mfn7BBq0rsPtM/fJ+ZyLm7cjGwK3sTGw7O8GsVjEwgvz0a2kwxS3ua7prOgAACAASURBVGSlZWHTqRWeQ91o7tKYzI9ZPLnxnINrjsmTLDUaVWPhufnErzvOiikbynwM8wZVGbtwGE2dGoJAQH5uPh/efuLuuYfsWRKvdORSKBQSd2E+OgbaTHQOUEheqUvU5Z9duy5WFBcVk/wyhVpNa7J32SGWTlxX5vMC8F03Fvtu1vImK6Oqhth3tcK9vxMNWteTjhWdf8BfsdKxItOaJiy5HMbVI7cIH7yofLDg8IF0G9WevSuOYNfFCtOaJqUmQ6T15NG8uPuK2d3DVSYwZOa3c287Ov3SluyMHPLzCtgSvou9yw6Xah7JQL6ZH6XV4d9/h+pW0qF1x5a4eTvS0l26uH9y4wWJd5Po9IsHC0evKpcxJxQKWXw5FA1NDSa7zEZLTxP7bta4+zhh0bwmacnp3Dx1twSPRTamtz5gS7kMdYFAwOo7C9CppEN+bj4GlfVJSXzP+d1X2BGzT2liT8Yf2rM0nrX+m5Xer0RLg1Ztv/J+ulihqSOhqKiIHTH7+C1gS5nXSWYWpiy+FMrZnQnEjlwpv04qjfdj1b65NA3UNrBMqD18g0o/SHjMxsBt0vv1+jaypayive/Urgya3U8lfPx7icQirNo1J2DbFARAUVExb58lc2bHRXYtOqhy06btoDZMWDpcJSdPW19LzpNy7m1HXk4+ufn/G0HJoKenW2HqVKhC/59VYexU6B+nf8fYKS8k+Xv9K5BkkUgoN3mEQqHc5CkoKF8qSF1dDR0dLT5/zpYniYRCIRpiNdQlaiz+dS3xa46XaTwEbJ9CK7em+HcOLQHelLVLeQxwppVHM3K+GhxndyYwMnIwN0/dJXRAXLnizbJxrXl9o3l5L+krP8eF2s1r8fHdJ64eucWWsF1yg0MGF0569IbZ3cLLHNcC8F0/Fpc+9qSnZqBvpMvb5ymc2npepcGhY6DNksthZGfm4Nc+mPRURXNKTV1MC7emuHlLx8u09DQp+lLE5fgbzO6uOObxo76vfp/iNlfOEtI11MHuq8HR1KkRn9OyuHfhIduj96JvrMeMTePZoaSVSpUij82hRqPqhA2Ko56lBR4DXKhe34zU1x+5dOA6WyJ3lzA4ZJyfE3+eZfG4taW+R2TpmLDDs1HXEJOfV8Cbx+849scZdpcSnzdvUJWYM/O4eeoeYQMWKiSnJFoaWLZrjpu3I7adLMnPKyA/Nx+T6sZMbz+vXCMvhlUMWHolnFcP3xDQLZzcrFwMqxhg19Vabk6mp2Zw5+x9tkfv5dHVZ3hN786AWX2IGrqkzDYVdYk6K29HY1y1Evk5BZzYcg4NLQ3aD25D0ZciCvIKefs8hZhRq+QVy8rUfawn/f164GU+WuGYc29bfFePJHbMGo5v/pYm0DfW5beHsYQOWsylUswXmSrXMGbF1bASI1kzN4zFsm1T/DuHKbCDuo1uzy/hAzizI4GIoUsV7m/UgsF0Hu6BQChklH0Ab59/S6j4rRlJFQsTJrp/gxQbmRkwd/N4qtU1ZeWMzcSvP1Xie7C/X3c8vB34ufk0hcey6dCCaetG06+aYmrHrZ8d4xcP49jvZ1g6cT2FBdKFY83G1Yk7H8yCX5Zzapvq17F5m8bM2T4ZDYk6n9Oz0TPUoSBPOgYTN2aVfOH8vXQMtFl2LYJPyenM6BBMVnpJc1yipUErj2bYdrHCsbu09vzpzRfUbWXBrq+NUeVR70ld+CnQi2CvBVw5fBOLpjVo4tgA206WNG/TmOzMXM7vvsSaGX/wOS0LsbqYFTeiyM/Nx9c9sMzUn0AgoM/kLgye24/szBw0dTR5+zyZM9svlsoMCd43g3qWtZnsEsDrJ4oV6BJtCdbtm9OmnyM2nVohEosQq4l4cfcVY639ypVGnbx6NE49bfD1+NZGZlTVUA6lb2hTl4yPn+VjRckv37Pkchg3T90lpP/CchlHspRH7KiVVK1jiruPE1UsKqusEdfS02LV7WheP3qrsgFKJlmF9oRlv1DZ3JjCgi+8fvyWk1vOyZltSm8new1z8pniNlfhNdDW15InQ6zaNScvJ58Pbz5JR7CGLyN+bfnG9BaeC8agsj4TnQL4lJxGlVqVse1iiUd/Z+q0tJB/L+6I2c/Dy0/klds/8odKU+CuaTSyrceh9Sdx6WOHkVklUl59IGG/ct6PLA0k2xRRpe95P+0GtyE7M4eM1Ex2LTrI/pVHS31dDKsYsOJGFNeP3yFsYFyJ7xN5RbuXo/TzlZHNk+svyPiYgUPX1sz4jg1UmjR1JKy6s4A3j9/h3yWUKrVMsO9mjauXIzUbS4H/N0/eYUfMfrk523G4B2NihjDfJ5aLX9lVqtTEsSFh8f7kfyksd0r8n6IKU6dCFfqfowpjp0L/OP0dY+dfhSTLVFxc9LchyUKhEHV1NTQ01BCJRBQUFJKfLx39UvYR0tKSoKGhTkZGlvwiWiwWo6GmxuaQnWjpSnD1dpTyTZ6lcOLPs+xceKDExaa6RJ1FF0OQaGvg66GYiPlesrGEERGDqFLblKLCLzy58Zx9K46W4OcoU9SJuZg3qMa0toEK8/26lXSw7WJJ24EuUoPjUxaJD5Jo4tCQIxtOlrtda9afk7Bq3wL/ziHcu/CIqnWqfK0md8G8QVVSX38kYf9VtkRIx8tqNKrGgpNB3D3/gGDv2HKZU6NjhtDxZw+O/XEGu85WaOtr8uZJMsd+P83uJYcULjYNqxiw5HIYb5+nMKtLmMpFlIam+leDwwlXLwey0rMpyC9g8bg1ZRoP0lGqCL4UFOLbNqjELqxBZX3su1rhMcCFRnb1yfiQye0z93hx5xXefj3LzfkRCoUsPB+MYRUDprjNRV1D7SubyIkqFqakJn2Qc3lkEFtLj2bM2eHL3uWHWP21xanUxxAJWX49EuNqhhTmF6KhqU7S47cc3XiavcsPl2jukql285pEHZ/LhX1XiP55mdL3iQyK6u7jhLVnC0TqYoQCAX+G7ypz8a1joM3KW9HoGemSeD8J37bzyM7ModeETvw0py/TO8wn40MmHYa60WNcB+J+XSdn/SieQwErroVzP+EJC0Z+G6ly93Fk4tKfiRy+gjM7pKBtsVhIj187MsC/F8VF0tHIoqJi3jx9h3+3CKW8KJmce9kwecUI/DqH80uoD1VqGjPZda7KUcyajasTsGUS+sa67F91jO0L9uK/eSIt3ZqQk5VHcVERr5+kMKnd/BK3q1RZj2Xng7h8+BYLJ25g4XF/zGpVRiAQ8ODKU/w6K5qe2vpa/PF4IdM7hfLgkiKDY9ml+by8/5qwn76ZTBMWD8PNy56o4cs4rcS8ce/vxPjFPzOk4QTSUpSnBv03j8eqXQv82n+rsK/VxJyuo9rTfqgbL++9YvGva+WJMbM6psSdD+HO2fuE+MSWa5Sz54RODAvuj1AkIPX1R45sOMXWyD2lLkCHBHnRa0JnZnULUwqxVlMXY9PJkt6TulDfqjZJj99SuYYxL+4kMrNjSLnGPtr0dWDq2tEsnyJt2KpWzwzH7q1x7++EecPqfHwnTS98D5yNOz8fA1MDJjkHlKuBroVrE4L3+nHt6G3qWlqga6jDuxcpnNmmuuZZagjUZ5JLgMoKdJnx26afA+4+TmR/zkVdQ8zC0as4vP5kmRsW45cMx72/s0LKw7CKAbZdrOQ14pkfP/Mg4QlHNp1mwtLh3LvwiHn9FvClHAldnxk98ZnRizk9pSagw1ceS9W6VUh984lrPzRBSbQ0WHV7AalvPjLDM7jM11AkFjF6wU94DnMnOyMHTR0N3j5L4fT2C+yMO6j0b4pQKGTp1XBEYhGT28xW+n2hpauJtWcL2vSTwqJF6mKEIgFX4m8yp0dEuVKo4YcDMG9YjQkO/rz/umlgYm6M/VfeT32rOmR8kNbU71x4gLzsPKJOzGXPskOsnak8DfSjpq0fi21nKyKGLKZB67q4ejlQuYa0ol2ZMVfZ3JilV8O5uO8q0T8vK3PUsoVrE/w2jUfHQJv83AKSHr/h9NYLpY5saelpsfrOAp7fTmROjwiFNK0s1eXq5Ugr96bkZueT+TET8wbVmNlpfqkJSZAa0cF7Z5BXmF/ulPg/Rd+bOmlp2UqvbStUoQr951Rh7FToH6d/1dgRCoXo6Gj+y5BkKP4vAyMLBAK5ySMWq1FYWCjn8hQXF3+FJAvJyPj8DZKspoZYICKobxRXj3xLOlSrZ4ZTTxvaDnSR1md/XYQf33yGeXtmlBtgDDBwdh+8fLuzYMQKUl6+x6WvPW36OaCpLZHXZ3+/CNcx0GbJlXByMnPwaz+vzHEtDU11JiwfgXNvO4qLisnPzefJjRfsWRKvcuxHLBYRdzEEXUMdlSwhg8r62Hezpu1AFxra1CM/Nx9tfS1Obj1PaP+F5UpXhRz0p55lbaa3C5LvwNVoVB3HHja0HeiMaa3KvH+Vyvndl9kWvZfK5kaEHQ7gwt4rLBi+vFyLhMmrR+PSx45lE9dRz6oOLn3spAbHo7cc2XhKoZpcxvl5euMFgb0jS237kGhLsPZswbT14xCri8nPyedBwmN2L/nGJlImWXIh/X0GMzrMJ/NTyUWCkVkl7Lu3pu0AZ+pZ1SH9fTqprz/QyK4BsSNXlFnhCt9STRItDaa6zyX19UcsmtXAqactbj5OVK5h/HWE4DLbovaSnpqBbRcr/H+fwLboPWwMUl47/aMijs6mVhNzzu26hEN3GzR1JKS+/sDDy09J2H+V87uvyBfiRlUrsfxaJNr6WiQ9fssklzlkZ+bQpp8DU1aOYFa3CG6d/rYYd+ppg++a0Yyy9iuRbPleFs3MWXg6iPkD40jYfx3Pn9owNnYIYT8t4fyeKzS0qcuI8AHUbVkTibaEzE+fCR20mDdPk5FoazDQvxctXBszvIWvShMDwGtqN/rP7E5+bgFDG04i40NmqedFKBLi6uVAv6ldqdOiFjmfcxnnEshPAb2wad+cQU2nkvlRcXFuXt+MqHg/JJrqZGXkEDd+Pa+fviP6yCy2LtjHthjFSuxREQNobFeP8U6KjVXV6lZhyYV57F52hFM7Eog9Pptiinl5N4mZnUJUjmzO+H08DaxrM6TBxJK/l1BI7JlAjKpWUllhb1jFgAEBfWg/WApKTv+QSa3G5hz74wzhgxaV67uhdYeWBGydzNqZmzm66TRuPo50He1J1TpV5O/b7QtKjr6oMh1UqYFNPSKPzYZiKCoq4tWD1xzZcIoDK4+qXPzJRhojhizhzA5FU0zPSPdrW5GTPL0g0ZZQTDEDa45R+KwrkwxIvHrG7+xZEg9IX0f7blLzqGZjcz6++8T1Y7fZvmAvifdfE30qkCo1TZjoFCA3BEpTQ9t6hB2axeH1JyksKKRNX3v0jPRIfpnC2Z3KmTTylqky6sk1NNWxbNucbmM9aeLQkOLiYl7cfcWhdSc4vO5EqQvr4eED6TqyHTM6zldgvsiaoNx9nGji2JCs9Gye3HhBQ9s6PEx4Wu4GqB6/dmRYSH+CvaQtgjUaVsOhe2tcvR0xb1DtqzF3i+3R0rEisbqYlTejycnMwdcjsFx/15172zHtt3Gc23WJ5i6N0amkTfJz6bnduXC/0s9d7Jl5GJpVYoLjLJWtmZo6Mt6PA27ejmRnZKMmUWPRuDUcWX+yTNNi9tbJNHVuzESnWbx5+i01ZmRWCZuvLVtNHKQjWw8uPeHsXxcZFTNE2jY5Wjn/60fJgM++HoEU5Bfi8DV1U61eFaUjW3qGOqy8Fc3Dy08I6lu2+ScSi5i8ehQuve3JyshGS1eTd89TOLNDuenZyqMZgTunVZg63yk9PY1582bz+nUSampqVK9eA1/fmVSqVIk7d24TGRlCXl4eZmZmzJ49j0qVDAH+9rEKVej/kiqMnQr94yQUSv+VR98gyXnkl+OiC/610au/I4EA1NTUUFdXR11dDAj48uULmZlZciNJTSymIKuA6e2CSq1KNaxigEP31gyc3QdNHU0oLubszkv8Gbaz1AYkgNk7ptDSVXFcC6S7/s697fAY4IxJdSOSX6Zy8+QdXL0cuXX6HvN9/oVEzDB3gn1iuXLoBk2dGuLm7YhTLzt5PXv82uPy8TLDKgYsvhRG8sv3zOoSqjAuoUw+M3vRf0Yv7px7QFOnhqW2S8HX5qvLYSAQMM0jkA9vlcOkjaoa4tBdah41tm9AdmYOuVm5+HoEkni/9PpaoVBI1Mm5mNU2xdc9kKRH314LOXzZxwnjaoYkJ77n7F8J3LvwiBmbJnBs02mWTCgf58d/80Ss2rcgoGsY6hI1KXy5ly1iNem5Pbz+BPFrjssvKKvVM2PhuWBunylfckFLT4uQfTOo06oWCATyc7t78UGVu5T6xnosvRpOSmIq/p1ClC5ETKobScGwA52p08KCgrwCNHUlbAzazqYg5fDc76UuUWfplTAEAgFT3QPlC5Fq9cxo6daEVh7NaGRbn0pVDMj8kEnmp8+YN6xGblYeifdfM7NzKJ/TsmhoW5fw+FlEDluqlI8wLm4o1p4tGdJwksrn4vlTG0YvGMypbRdw83Jgnk8chqb6+Pj1wLCKPkc2nubM9gTm7pxKyMBFXDpY8rxNWz+Gxnb1GNp4stL7F6uLWXktjOyMXPRNdBGJRCwcs4oLe0uP/oOUpzN51Uh+D9vDrmVHEIlFROyfhpqGmPGuiuBnd297xkUN5OzuKyyZvIHcLKkR3sqtCbM3j6dv9dEKcGaTaoasuRnB0CZTlPJ5Wro2Zvq6UWjpavLmaTIH1hzHrrMlFs1qMLSh8mYxDU11ll4OJS83n/F2/hQWFqGpI2H5VSkDbHr7eaWmnED6Hhk234fOI9rx6sFrajapzqfkdPYtP8zWyD0qP1+yRIyyCnTZ+9Z9gDN1W1qQ9j6dO2cfYGCqT53mNcs0HWQyq2PK4ouhXNx/lehhy7BoXgOXPna4ejliZFaJ5MRULuwpaR4NntuPPpO7MqdnBNeP3S7zMfSMdNn4bAkf335Cz1gXoVDIq4dvOLpRtXnkOdSNsXHDiPlluUog8fdtWC3dmwLSEaaIoYs5piLd9r2sPVsye9tkNgRuK8HCMqttikO31rj5OGLRvGYJoPGIyEFYNKvBJKeAf6ll6vBvJzmx+SyOPW1o08+BSqYGpLxM5fyeywpMmokrR9CmjwNT3eaWWTGvLlHH1duBcYt+RigUUpBXQNIj6UbI/lVHlaYRAfr798J7ek+VzBeZMefq5UgL18bkfM5DU0dCblYuA2uNKVeiS8Z8ifp5Gae2Ssc3FWC+yencOHmHHQv28eLOKxZfCkVDU51JLrPLNI0BWro1JWjXNP5auB+xhhpt+thjYCrl/VzYc0XB9AQI3utH3Va1Ge8ws9QksYamOq08mtFzQica2dajuBgS7ydx7PczChshP+rXRT/jPsCZyW1mKwCfDUz0sO1sSRsvR5q7SE3P53cTadi6HlfibzC/f2y5ksT9fLszMKCPvMWrev2q2He1lre4fXqXxq3T9/grZh8GlfWZvX0qeYV/n7n4P1X/TlInIyOdJ08eY2lpDcCSJQvJyEhn+vRZ+Pj0YubMubRo0ZL161fz5s1rZs6cQ1FR0d86VqEK/V9ThbFToX+cymvs/FdDkv+rJRKJ0NPTpqCgkOJi5A1bedl5JD16w8yOIeW6yOo+tgPDwwawxn8z6e8zaDvAmRZuTchKy+ZewiO2R+3l7vmH8p+XjWtp6kjw9QhU2QQjU+UaxoyIGoxtR0tEYiEf3n7iSvwN/gzfVeptww7Pok7zWkxrF6S0VePHevZPyWmY1jTh9I6LhA2M+5cSMbO7h3Pr1D3EamJaujWhjZcDjj1sAHh5L4mDq49xdONpjKsZsighlOe3E5nbK5LcrNJrTEGWaurB5rC/aGxXn5buTclKz5E21CzcL2+okUlLT4tlV8NL5fzIJKsmHx42UN52cuLPc2yJ2CWP+iuTWCwi9uw8DEwNmOqmmFyQnVtXbycMqxjw7nkKj648waWPPXuWHWb19E3leo/P3elLM6dGTGsXxMu7SbR0a4JLP3ucetgiEApIvJ9E/LoTHFp7gqKiImo2NmfBqcAyAdHfa9LKkbh5OXLn3APpBXdmDg8vP2HnooNcO6LI5DGorM+yq+G8fvyOWV3DSn0NtXQ16TjcnSFB3pzfc4WzOy9xbtdliouLMapaiVU3o/gj5C+2xygHl6pL1Nj4ZBHbYw+wLVr1iNuszROw7dSKgrwCBAIBeTl5bIvex/6VR8n5nMuauwt4dPUZEUOXKX2MlTciuHrkFosnrP/hmDorr4fz/lUqMzqG8KWwiK6j2zEs2Idbp+8xu3ukSoNieFh/uo/xRCgWMajRVNK/fpfoVNJm2dlAntx6SaDPIvnPT1o8BJeeNkSNXMXZXYppuhWXQ7iw7xrrAxXTVHO2TKC4qJggr4UKx+pbWRC6bzpn/0ogdsxqeRtVyP4ZaGhpMNEpQOnz19bXInivH7UaV+fZ7USaOjVEKBSwbNJ6Dq45VmYFce9JXRgS5EXkV+6Spo4EVy8HvP16omeky91zD9gUvEM+rgXfapHDf1rM2b8SSr1/LT0trD1b4LdxPCKxkJzMXF4/fsu5XZfYs/SQSlZOfavaRBydw8E1x1gxVRHGbFrTBLuuVnJuStr7dApyC6hWz4xxtjN4eFk190kmwyoGLLsWwaMrzwjqE0VBfiH1rWrLDQ7jqoakvErlwh4pdPfjuzT6+XZn0Ow+zOu3gEsHlQPBv5e6RJ1Vt6P5/CmLpzde4NCjNWI1MUmP33Bs0xml45auXg5MXj2apePXEr/uhMr71jHQpnXHVrj7OGLZtjn5uQW8vJfEtug9ZdazN3FoQMgBf7bH7GVjYEmTuEqtyth1tcLdx0l+bm+fvod+ZX3qtrRgsktAmRsi8M2Yu7DnCgt+WU6dlrVw7GmDq5cDxtWMSEl8T8L+ayWYNLI0kJ9nsAIbS5kqmerz2+PFvHuRgmEVA8RqYl4/ecvxP86qhEV3GdWekZGDCOm/UGVqU3Zu3byl5xZArCYidtTKcrF+bDtZ4v/nJFb4bmD/iiPy/5edWzcfJ+q1siDtfQZ3zz1gR+x+hs33oVrdKox3mFWuUcDazWuy4FQQe5bFc3ZHAg49pO9bk+pGKkHck1ePxrF7aya5zC7TXFVTF+PSz4EJy36BYiguKub107ec2nK+VJZSf/9eeE/roZLbo1tJB+sOLXH1csChW2vysvPIyc+rSOqUoZMnj7Fz5w5GjRpLSEggGzdKOYRpaWn07duVI0fOcP/+3b91rEIV+r+mCmOnQv84lcfY0dLSQCz+74Mk/7tSBkkG0NXRRkOijp/nPK4fv1PmDtKkVaNw7efA3F6RJXZxZQ1I7j5O2HWxojD/C09vveDE5rP8FOT9LwGMfWb0pP/M3sSMXM6VQzex7WxJ20FtaOrYgIyPn7lz5j7bovbIxw80dSQsvRJOYcEXprcLkjNaSlO/ad0ZNLsv7xNTMa1losDP+VFCoZAFpwIxtaiskIiRSSAQ0KB1HZz72Evn+M2Nyc8rIC05jeFNJ5e5MARpIsbasyUzO86XX4yraajRyqOZ/OLty5cvPL+dyP6VR3l89RkxZ4K4f/ExwV4xZdb8Agyd70PPXzux4JdliNXFeAxwpplzYzl8eceCfSWMue9bqWZ2DClzvKKKRWWmrB5FI9v6CERCPr75xJVDpRtzYrGIuIQQdPS1SwCiZRIIBNS3roNzb1va9HPAwESP9NRMTGuasD1mHyum/Fbm7w3SXdwGNvXw9QjkxZ1EOffJ1UsKti4uLublvSTi1x7nyG+nqNG4OtEnA7l04BqRQ8uud7Zs15w526dyZONpMj585n3Se05tvUhBbj4bnizmyqEbJfg4ymTf1QrfdWMZYDFO6XvGx6873tO6EdQvhvycfDI+fOblvST598jwsP60HeDC0CaT5QmYH1WvlQXRJ2YzxSOIJ9dfAF8XzjciePc8mZmdw0ok5ExrmjB72yRMqhsRPXw5CQe+LcSFQiFhh/2p3bQG10/cxdSiMpPaluTpGFetROzxWWR+zGJT6C6Gz/fCrKYJw1tN59Uj5XwUNy97fpnvTf+6ExSO1W1Zk6jDsxjeYhqpr78t3Gw7tWTGb2P5I3QnWyJ2l7hNJVN91t2PJWLIEs4pMZJk6jGuA8NCfHh+O5GczBxMzI2pUsuEx1efEewTq7QhbWT0YDoNb0tA17AS43UyNXFoQOcR7XDqZUNeTj73LjwiJfE9nkPdCVJSi6xMQqGQJZfD0NDSYKrbHEzMjbH2bIlTTxtqNK5OWnIaV4/cYlPQdvkC1NKjGXP+8mVz6E7+DCsbZqutr8XSK+Hom+ghEovIzcrj6Y0X7F1+SKXBUa2eGXHn55Ow/xpRw5YqNf5MzI1x6GaNe38n6raqzZfCL0i0NYgbu5p9yw+X+bx0DLRZeTOKpB+AxHVa1sKxhw1u3o6YmBvzPimVhH3X2LZgL/ZdrRkZOUhle9CPEotFLL0WAcWw2m8T9t2sceppi7pEjddP3nFi81kFDppshG7drD/ZGac4Nvi9tPS0aN2hJdM3/IpILCQ7PZvH159zcM3xUhlzsjTQofUnWT55vcJxk+pGcoOjQeu6ZKRmUpBfgJmFKaNa+ZaZBgKpeb3yZhR3zz8k2CuGL4VfqN28Jg7dW+Pm7SivEb8U/41J03dqVwbN6cfcnpHlgtSL1cWsuRtDxodMHl1+ilNvWyTaEt4+S+b0tgvsWhyvwPtx6WPH1LVjiRu7iqMbVTeFyXk/Xo7YdbEiPyefN0/fsXtxPEc3ni41jdqgdV0ijgSwNWoPvwfvKHHMuJohdl+TRw1t6pL5MYv7lx6hpaNF7RY1meg0SyXfqcT9VDdi+bUI+Vh1rabm0tTNV5aSspEtGbTbzzNYIeH8o+y7WuP/50Ry8/P/V7df/VeYOkVFRUyaNA4nJxdMTEzYv38PkZHfNgg8PBzZAFGuswAAIABJREFUufMA165d+VvH9PT0/70nWKEK/cNUYexU6B+n0owdGSS5uBiysv4zkOR/VZqaGkgkEjIzPyvs5AiFQtTEYooLixCriUnYf40Tm89y9citEhewQqGQBaeDMK1lwjSPwFJ3GYVCIU0cGzB4Tl8a2NSD4mISH74mfu0J4lcfK3U3SWZszOoSWsJcAOlIk7VnC9x8nGjdoRV5OdIxl3qWFtw6fZ95faNLZcTINHS+Dz3HdyJ80CLO7bqkwM9JT82QRvKj9vLs1ktpLfvVcD5/ysLPM7hcqaaOw9wZEydt4Wni0ACz2lJA8Pk9l9kauUchNi4Wi1h4fj76JnpMdVcNqpW1S7Xp50CvCZ3JzsxBrCZiXcCf7Fp0sNTYOEgr05s7N8bPM5jH175xOdQl6li1a46rt/TCuDCvkGe3X3Ju1yUGBvTl5qm7SluplGlE5CC6jGzPvH7RPLryDLsulrj3d6apU0Ol1eSyUar3rz4ws1OISkD09xoa7EPviZ15+zyFqnVMSX3ziSvx19kauUepeSQWi1h0KQxNHQ2mus0tYQbIJDPmnHrb4eblSOUaxuTn5vPuxXt+tZtZ5vNy83Fi8qpRFOTmo66pwdObL9A31qWyuTF5OfmIxCKO/XGWTfO2l2k+hsX7U1wMMzqFlvy953nRfUx7/DrM576SevQGresSdWw209oH8+CyIlz4ew0K6E230e35qeFECvILWXUjgpSX75nZKVTp6ywUCug5vhM/BfYj81MWT64/58mNF3T+xYP09xnM845l6aVQVszYTPwGxZ1LHQMtRoR449KzNYX5hRQXFVMMTPKYR5ISc0esJmJr4hLm9V+ktN582uqR1GhUjXH20gROu0HOjIsZTOyY1Rz/Q/lCufMvHgwJ8sK72kiFES8A6/YtCNg6ia2Ru0ss8kzMjRkeNgCHbtZc2HOFuLGr5QkZ/80TsWzbHF+PQKXV4t9LJBbR0q0Jc3ZMRV1DndzsPK4du8WW8N2lJmNk9dmfP2Uxrd08lS1InkPcaObSiE8p6SQ9eEMLtybEjVnFwTXla0GKPhlIFYvKX6HHn2ju0gjnPnY497KTGxzHfj8jT3DI0kAHVh9lpe/Gcj2G/+YJWLdvxY2Td7Bq14L83Hye3XrJgVVHObnlvMLPG1c3YtmVcG6fvc9871iVyUrjaobYdbXG3ceRpk6NyMrIJvnFe+LGrFLg1/woiZYGK25GkfY+A7/280oYqrWa1pCOw/k4Sr/HX0sNjtcPX/Nz6AClI3SqFCf7jnebi1kdU5x62eLS2w4tXU3ePlcEGsvYQDti9imkgZRJU0dC3IUQTKobIRAKKCwo5OXdV8SvPaHS4JBVzF+Ov0HkkCVKf+ZHWHRRUTFqGmqsm7WZLeG7yvW8Vt1ewLsXKczsGCK/tqjRqLqUSfOV9/Ph7SeuH5PyfhrY1GPC0uHyBFx5tORymHT0ecI6WndoiUsfe/SMdHj34j3nd1/ir9gDJRKtshavTfO2sS1qbyn3/K3FbvaOqQiF0jHhxHtJHN10ulROlaya/dS288SNWa1wXNnIVm5WHma1TRlr48ejK6V/jzv1smXab+PIK6hg6pRH0dHhpKamMH9+JKdPn6gwdipUoX9TFcZOhf5xUmXs/E+AJJclHR0txGIRGRmfy0wSCYUC1NTUKMr/gkRLwq1T9zj2+2nuX3xMxLHZpCWnSwGk5TA2ZBHtVX6/c/fsA5z72OHm44ShqT7vnqdw8ocKcbG6mLjz80sFGH8vkVjEgFm96DulG18Kpamnl/eTOLTmOIdKaTsJ2j2dJo4NmeE5TylwVFNHIq1n7++MZbvmfPnyBYmWBkkP3zDaanq5OD9SY6Mdwd6xXDpwDfgOEDzQhXqWtUlLSefGidtsjdxLWko6S6+E8+HNR2Z2Cimzfhi+nd8Nc7ehrqmGe39nTGuakJKYyvndl+SAYJnEYhGLEkLR1tdSmoj5XjJjbmiwD/WsalNcVCwFrSqBL/+ooN3TaeLQgGltgxR2iiVaGli1b4GrlyO2nVqRn1dA0uO31G1pwYU9lwkfXL5RKlk6IqiPFPJtYKKHXVdrPAY409i+PhkfPnP33AO2Re/l4eUn6BnqsOx65L9kHHUZ1Z6RUYOJX3ucZs6N5JDRO2fvs2/5EQXTsef4ToyMGkxBXgHP77xiTq8ouXk3bd1YWro1YWv0Xhy7W1Pfqg6Lxq/h6EbVse3KNYxZdSuKhd/Vl4+OHkT7wW3wbRvE42vPFW4jVhfzx8ul7F56iD9Cyl5sCQQCgnZOoU7LWuTl5PPxbRrT2weX+R6XaGtIjdABTjRzboxITURedh5qEnVyMnMY2Giq0sW3joEWyy/O4/mdVwR6LaQwv5DRkQNw6GrNwB+gxTKNjhpIvRY1mfxDoxaAnpEOyxPm8yk5ncy0LFq2aczz24nEjlnFgwTlJolAIGDh2XmkvU8noFtEiWOeQ1wZFzeUJaWM7dSzrM3wsAE0dWrIx3dpaOlpoWeow5AG48u1cw8wZc1oHLvb4NdBWiXdblAbbDtbkpeTz9ObL9i7rGQ6Rt9Yj+XXI3l5L4nZ3cPLTOVp6Wkx8/fxtHRvhkAgICM1g9tn77M9eq9KyLJYLGLJlXDEaiImt5mjdJzTolkNeTrGtFZlPqdlYWRWiW0L9rByavlMnXl7/KhvXUdegS4Si2jq1BDn3nY49bJFS0fCm6fJ0rrvJfEYVzMk9tx8zv2VQMzIFeVKt46MHkynnz1YPeN3mrs0waZTKwrzC3l+J5H4Ncc4/se5En8fZM11ifeTCOgWXur7v5KpAbadLRkdMwSRWERhfiE3jt9h56IDCiOy30solDb2CQQwuc0chdSjeYOqX9MxTpg3rMrHt2m8vJeEVbvmrPLbxF+xykc3f1TwXj/qWdZmgtMsUl6m0siunnQcrq+D3OA4t+sbLNq8QVUWnp/PyS3niRtTPljwr4t/pu1AFy7uu4pNJ0sAXj14rdLg0DHQZtXtaJ7dSmRuzwiVmwP6xnrYdGqFq7cjNh1a8Tkti8xPn1k++TeVxQcyCYVClt+IpLiomMltZpdg5VWtU0XOpLFoXpO05HRunb7LvQuP+CV8EGtm/M7ur9DushS8bwZ1WtRiotMs9E30cOzRWsqpqmrI+1ep0nG4mH3yVJ/s/B7ZcIplk9aXef9q6mKC98+kYeu6FOQXIFYX8/bpO06qGNlq08+BKWtGk5ufL282/d+i/w5TZ/HiWJ4+fUx4eAzq6up/e9yqYhSrQhX6pgpjp0L/OCkzdv4nQpK/l0AgQE9Pm6KiYjIzyzYKlN1eTU1McUERWrqaqKmrsXTiOk5vu6AS/ivT+KW/4DHAmXl9oxVGDMxqm0pboL6rEL969BYO3Vvz9omUYVIegLG0GtiHJRPWEb/2OPWtauPS1x43byd0DXV4++wdJzafY9eig+Rm56EuUWdxQijqmmr4ugeWq0nFqZct03/7lbvnH1Dfug4AL+6+4sDKIyorqefvn0kD6zpMbz9PZQReS08L206tcO/vjF0XK3I+56ChpcEMz2CulQNSOjpmCB2GucuNDZlMqhtJF9yDXKjT0oJP79K4dvQW8etO4L954r9kbEg5SgNZMmEtDy8/wbmXtF3KpLoRyYmpnNuZwPbovfK2E7G6mEUXQ9HSkTDVfW6Z51coEtJ/Zk+8pvWkIK8AoVhI0qM3HPntFPtXHFG58xi4axpNHBowvZ3y8ytPdXk70bpjKxAUo6auztvnyYxoNqVcxtEvEYPoOrIdgd+dXz0jXVp3aIlTT1taeTQDIOVVKvcuPKJmo+o0cWxAXnYeJ7acZ+FXrgtIzYIxMUP41cFfDsB27N6a6RvGEewdowA2/l7OvWyZumY00zuE0PFnV5x62DDZdS4v7rxS+vNxF+bTsHUd3r14T3FxMdtj9rNvRemNYmI1EX88X4ymjoRLB28QMWQxudllp95kyZb3SR9AIGDdnO1UrV0Z76ld+fDuE7+6zithAOoYaLEyIZj7l54QPHCx/PyI1USsuBzKuT1XWDt7q8Lj1GhYlbjTc+lTfYxSQ1G3kjbLL81HR1+LU9svoiFRx66LJeGljFtVqWXCkoRQjm0+y5Lx6wDw9uvBgJk9CfaOIWH/tTJ/fyOzSqy+F0NWejZFhUUYVNbn4ZUnxI1eVWqaMXiv1NiY5Cw1NmQSiUU0c26ES19pOkZNosbrR29JOHCNbmM8uX7sNqED48oFW5VVoM/pGcGDS0+w9myJm7cj1p4tyc+VmkcHVh7j1DZpOkaipcHKW9HytEp5xmV7jO/IzyEDeHEnkdrNa5LxUWqm/hW7X2U6JvZsMEZVKzHJOUBpYg6+Jji6t8bdxwmLZjXIzc4jNyuX8Xb+vH2umgEmk++6sdh3tWaK2xw5Z00oFNLIvj4ufexw7m2HjoG2tEp9+0VObbtA1Im5crh7eThr3n496D+zNyH9YxEIBLj0tceuixXFxcVfAfInS7RhydJWmR8/M71d2edX31iPkVGDcOljDwIB2RnZPLr6jL1LD5FwQPV7M+rEXKrUqswER+VcGbPapth3s5ae2+Y1yc7IRt9Yj9PbLxDsFVPm7w1S4LNLb3umuErPr0AgoJ5V7W8Gh1klUl594OI+KUvpS2ERK25Ece/8Q+Z5LSjX+7fP5C78FOjFymkbqdNCOmqnJlHjzZN3nPjzHHuXHiphcIjVxay6FU1Weja+HoGljjxr60vH4YYEeWFczYjCgi88vvaMg2uOc/yP0hflEUdnq+T2mFQ3wraLlKXUoHUdMj5+5sWdRJq5NGZX3AFW+/1e5u8NijBmi2Y1cOgmbTCrWseUD28+cfVrg1lDm7pMWD6iwtQpp1asWMKdO7eIjFyIRCIBpGNZ3t498fcPVApI/jvHKlSh/2uqMHYq9I+TQCCtPJdJBkn+/Dm33H9Q/7OQZCF6ejrk5RWQnV3+8bDSpK6uRnFhMRJNDd4+S+bYptOc2XGxxOJEKBQSeWIO1euaSeG390oHClYyNaD/zF54DnNDLBaR9j6D68dvszViDy/vKV+8wjeA8ZweEUp3SavXr4pTTxs8BjhjVqcKaSnpGJoa8PT2S6aVceEnkwzsuXD0Ko5uOo1AIKChTV2cvzbJ6Bho8eZJMsd+P83uJYcAWHo1HIFAwLS2QeUCNspqfg+uOYZuJR3su1lTVFQk5+co4y6EHvKnbgsLfNsG8eKOIiBaJh0DbWw7W9Jnajeq1jaluKiYm6fusT1qD7fP3i/1eY1ZOBTPIW4E9o5SYCeYmBvj2EOaPLJoXpOP79K4dfIu1p4tePM0Gf/OoeUyjqQ1yoNYMmEt8WuPf2vu6u+EUVVDkl++59zOBHYskO4syxJHWnqaTHUr2zgCaO3Zktnbp3D7zAPqWVqgpqFG0uPSzSPZqNq0dkE8vfFC6f0KBAJqNjGnlUdTRkYOJi8nn6tHbrFrcTy3z3w7t3Va1mLBibmEDlrExX0lG6U8h7oxKnIQQxpOID1VdQKu14RODAnyQqwmYkbHEG58N5IkFAqp0bga9l2s6OfbDTUNNe4nPObQuhNoaGnwc4gPVw7dJHTwEpX3H3cuCA2JOot+XcuwYG8smtdga9Qe/pivmsfS8Wd3xsQM4cCaY3QY5s4o21mkvJK+Hpo6EoK2TaRyDWN+sfYnPzcfiZY6q6+G8PDqc4IHLFJY3Ln0smF01CB8av+q9PGWnp/HjdP3WOm3WeFY7/EdGOTfC/8uYfJz7+rlwORVI/m5yWSVBkKtpuaEx8+iML+QL4WFVLEwJX7tcbZF7ymzgU5dos7Km1F8Ts9mWtsgsjOyqdXEnH6+3XDp68DbZ8lsidjN0Y2nStxu4blgDKtUYpKLamNDJotmNegzpRvOvW0RiUSkvv7A1cM32bZgb6mQ84nLR+Lq5cC0dkEKIxxCkVCejnHpY4dEW0LKy/eY1Tbl3sVH+HcOLVciscevHfk5pL+cXSPRllZSu3o5YNPJUiEdIxQKWHY9AhAwxXVOuRKf1l8/u4fXn8C8YXWaOn6tpE54zF9xytMxsjTQJOeAEtXWP6paPTMcurWm2zhP9Ax1ATi97QJbI3eXCTIeHj6QrqPaM6NDcAkDSzbG6djTBtd+jhiY6pP88j0J+67i5uPE68dv8e8cWi4GWvufXPl18c9E/byM87sv08K1CS597XDsboNILJK2YW06XSI9ueRSGJq6mkx2CSDtvWp4vkw2HVoRsG0yT268oG4rC3Kzcnl26yX7VxxROfY0848JWHo0Z1IpwGcTc+Nvo7eO0sZIDS11JrvM4e55Rfjvjxowqzdevt2Z9QOryqKZdBzO1UtqcKS+/sjVwzfZveQQ8/ZM58Obj/h5BpdrFNuljx2+68ayaNwa3j1Pwam3Lc697NDW11JZIx59KhCTakalVrPLJNGW0HN8R/rP7EVxMRQWFJL44DVHN5wq0Rj5oyauHIFLL3smOgcohTEbVNbHtlMrXL2dsG7fgrycPLJzc/lSDrPsn6T/DlPn2bOnDB7shbl5DTQ0pKaOmVlVQkOjuH37JpGRIeTn51OlirS23NDQCOBvH6tQhf4vqcLYqdA/Tt8bO//TIclqamJ0dbXJysohL6/si5y/+xgUgbqaGumpGZz88xyXDl7Hd/1YstKy8fMsvZlJJs+hboyLG8Zvc7dyYOVR6QjUAGcsPZqRnZnD/YuP2R6zl9unpQs2Oeenpgm+HsoBxj/KqZct09aPI/X1R0xrmUgBo0dvs62Ui/hp68fi0N2GgG5hJRbq36tGo+py88i8QTXy8wrQ0FRnYO0xJL8ovfULwGt6dwbO6sOCESvkBo5QKKSRXT3a9LPHpY89mrqavH7ylqMbT3N4/UkWngsuszL9ezl0b830Db+yfcFeHl15iqu3I/ZdrPlS+IVntxPZv+KwAtMi5IA/9SzLNo5A2sjRc0In+kzuipq6mIwPmdy9+JCdMQdKNY9GLfiJjj97KDWO4FtzV9uBLlg0q0n6hwz0DHVISUxlnG3ZrBv41ja0bNJ6Dqw+BkCdFrVw6m2Lm7cjxlW/1b7vWLCPz2nZLLoYgp6RLpNd55Q6qiZTxNHZmDesxlT3QN78sNjW1JGw4cki9iw5xMZ5iq1OALP+nEjVOqaMaT1D5WPM3+eHRbMaJD14TRPHhgAUF4NQJEAoEpKblUd+bgESbQ38O4dy6/S3817FojLLroSxPfYAf4QoGjVhB2dgWtOEX+1mkvlJuoix9mzB1NWjKMgvJGbESoUE2YBZvfCa1p1g74WMjBjI2b1X2RBc8r7FaiKCd07BpJohY53msOxCEK+fJDO79wKliQiRWMSfz+JYOnUjJ7YqLiptO7bEd+UI+piPKfH/Pca2Z8jsPiVMHZl8142mXqvajLScpvLcqmmosfZeDFo6Eu4nPKaSqT41GlUjI/Uzq/w2KTVWZRDf14/f4d9FcaFuYKJHl5Ht6DLaEw1NdWnCb/UxvHy7UfSlmCluc8qsTYdv0OMtEbuIX3Mcm691300cG5KVns3Dy0/4K3Z/iQrruTt9aWLfgMltZperacmmYytmbZlMdmYOupW05eyYbRG7S7T/fC9pBXoXZnePUFqfLUvHOPeypU1fe3SNdClGuiHgXX2EUjD9j1LWZCWrpHbpa499V2tpOuZ+Eod/O8XhdSeIOD6HyubGTHSaVaZpBlDXsjZRx6RNYU9vvsDN24kWro3JzshRmY6R15O7z1Vp+spUpVZl2v3Uhr5Tu6GmLuZTcjo3v9Z9Pynltj3Hd2LofB+CvWLkY7zf60dYdOrrD+gb65L5KYvRltPKlXaV1r9PYa3/ZnYtOiBPi0nH4WykQOOnyZzadp5diw6S8zmXeXv8qGdVm4mOs8pV/25Wx5Sll8O5dPA6QqFQPg738t4rDq0/yZHfTimMSw8P7U/X0Z5ltnjJxuHa/+RK3VYWFH35wp1zD9m16CBXDqlOQAK0HejMhGUjiRy6WMHAUlYjfvPkHepa1kZdQ42JTgHluq6RwZi3RO5mc8hOqeH3tWXLsIoBKa9SubjvKjti9sk/D9PWj8WmkyUTnQLKvK7pONyDsQuHkZOXo5QT9k/Wf4epU6EKVei/VxXGToX+cRIIQCz+nw9Jlkg00NKSkJGRRWHhf6YZQSwWIRJIAcwSbQnx645zZMMp7px9UGrsemT0YDr/0o6Q/rEKaQZZU5GbtxP23a0p+lJE4oPX1GhYnXfPkpnRcX65AcajFw5lnf9mdsYdkAJGO1ni0d+Zlu5NyErP4f6FR+yI2cfts/cRCoXEnp2HcXUjfN3nlkgjqZIMvnjl0A2MqxtRt9W3EagtEbuVcjdkxtGsrqHcOat6F7Nm4+o497aj84h2aOtrIRDC/pVH+SN4h3wESpX6Tu3K4Dn9iB21kmO/f4uYC4VCGjvUx6XvV/NIW0LS4zcc/+MsHYa5IxQJy20c2XaxYubvE9gRs48/w3Zh2bYZbjL4csEXnt16yb7lR+QjHyDdVW9kWw/ftoFKK+l/VGP7+oQdCuB90gdMa5qQlZZVpnk0PLQ/3cZ2ZF6/aC7HK7/QN61pIgdm17WsTcFXY268g3+JOmplEquLWXolHJFYxFSPIAUQNsDq29G8fZZMQPcIJfcglY6BNuvux7J9wV62RO5ROB5zKhBDs0pMcpolfz209LQQCgUU5heSl5OPnpEu6x7GsTFoGzvjDircR2P7+oQfmsWcPtFcP/ZtIT7rzwk0tq3LmNYz+JRc8vmraajhPb07fSZ3IedzLm+evuPFnVeYWVSmsX0D/DqFIhILCIv356cmvkoTAhqa6szfOZk6LWrx6sFrJrebX2oapL9fd1x62TDKxl/hmEAgYN3tSE7tSGDdHClAttMwV0aE9iegu/LUnpaeJhseL+LP8F3sUMEnWXAykMrmRkxyCSAlUWpkqEvU6TDMjaHBPnx4+4mFI1fK32eGVQxYfj2yRHNQaapvVRvPn91pP6gNxcXw9nkyh9adYM/SQ6Vyqtx8nJi0ciTLvzMlZVLTUKOVe1Pa9HOQtrgVFfPs9ksMq1RCQ1ONic6zy2VK1m1Zi8jjczn820mWTVovh+O6+zjR2L4+mR8/c+/ioxINeeOX/oK7j5PSNJAy6Rvrse5BLIkP3iDR0sC8YTU+vpWOkmyL2qP0u1Ga5BtYav3795Bz134OGFTWo7gY4tceZ1PQ9jIX3y3dmhK4a5pCU5iauliajulnr5COae7amGZOjZnkXPbCG74Bia8cusGS8euwat8cVy9HrNo1Jzc7n2e3X3JgxdES340DZ/eh39RuBHQLL5XXI1PVOqasuBlNdno2OpV0yPiYyb3zD/krdr8CA0wm6XjxuFI5UjUbV8e+mzVu3k5Ur2/Gly9FaGpLmOw6W77JUppqNa1BzOkg4tceZ8XUDcA36L9TL9sSvJ/zuy+xY8E+Bs3tR7tBbZjiNqdM0wxk3J4FciaVc287HLq1RiAUkPToDcd+P6PAg5OZ/aVVs8ukW0kHm86tmLxyFGI1MZ/Tsnhy43mpiSaQtt+FHPRXCWOuXMNY3rJV36oOGR8yKC6WjnL9VO/XUpNmAF1Ht+eX8IHk5Of/xziN/ykJBKCvrwtUmDoVqtA/SRXGToX+cRKLhejpaVJQUEBOOaK+8J+HJGtra6KmpvYVkvz/5w++SCRELPquYevANU78odiwFXrIn7ota+NXCodGJqFQiOdQN0bHDKHoSxECgfTC7cjGU+xbdlhlrFlmHAV7K9/5lNWzu3o74tDVWtryIVGjqLCIAbVGl2tX3XOoG2PjhsmNI5BecNp1scK9vxPN2zQpUSF+/+JjYs4EYWJuXG7jqLF9febvn8np7Rd4duslbQe6ULtFLT6+S+PqoRtsidytMJohG1UL6Ko6cSRTrSbmdBrRlg5DpaZO6usP/4+9t46LMo3f/d8zDDA0KIJigNiNSjOAgN2BCBjrqmusrZhIGSipYmGsrrXu2orY3Ynd3SgGIp2/P4aZBSfgnNfv7PnuHq4/mWLgeWae+7qvz/vi9LYLpfg5ytR7Qhd+nuPH4l9XKdTQljSP3Ps6IdYT8+7JeypXMyE7M5dJ7sHl2lWXVYfvXX6Q32b8gZZYS9E8+iF5FLR1EjYeTZnWfg5PrisChn9UtTrmLL00n4dXnkJREc3dpbv2j5OesX/NMYWKZ8NK+sRfjyLjWyZfP37DsnFNBAIByS8/snf5YY5tPkPw1onUblaLUbbTVdaNy2TTpgmzd09hglswz279zQRZfmU+GiINJrkHqzUxNz5dxr1Lj5nfP07lfbqNbM/QcD8C2s7h6c2XTIgfhnM3W8Y4zFRZPw9Sc6ZFm8Y0dKiH/8xeFBVIP88+vf2KSVUjDm04Q/y0P1Q+fs6OiTSyq4OGSINVM/5g/9qTKu9ramHC2ttR+NcZR3qqYuqgiVN9wvdOYVavaCpVM2HSsqGE9Y3h6iHVNeH2nWwI3DKBX1oEkPL679E9kZaI5ZcXAEUEeIQqNQJ0DXXxD+xF91EdyUzL5NXDdzR1bsCpreeJHLysXOnLyhYmLL8ayYPLj9kQslXKN/GXYFarCimvP3Eh4SrbYxJKNaT1GteZIfP8ylXRLRQKaerakPD9gQgEAgryC3j7+D3Ht5xV4JCUlCwN9GfELrYoSXKJdbVp1a457j7OOHZpRX5+AYWFRRibGvJLs0m8uKt6TFamarXNWXIxnGtHbxExSDp+Z2Qqbf/x8HOhmWtjefJo99IDJB25JR3DmdqTkF6RXC8Ha+xvdk0Gx/84g6e/BOsWVvKkxbaYfQqpQ5de9kxbP5ZVUzeWWbNex8YKSS8H+k3rQUF+IWmfv0s/G2MT1CaPLBvXZOGZ2RzffJal434rdVtJWLSrrO776QcyM7KpZ1ObKV6hPLisuh1NJl1DXVbfjuFtcf27UENIq7bNcPdxxqFzKwryC6RlAutOyNMxbQcCl70JAAAgAElEQVS6M375L0QPXc6prYrtY8q08kY0Yj3p+HVTSSMyvmXy6NpT9i47qNQ0b2BXl4gjQexclMiGUEVmlkzVrM1x7NYaL39X6rWyJis9m0fXnrIqYIPaRBNIR5JW3ojm7vkHzO23sNQGUr1W1sUjW85UqWlKyptPXN5/nbQv6fhO7UGYd0yZqR6Qnlsrb0aRn1fAtHZzsG5uWSrRlPz8I6e2nmdX3H75aLeNR1Nm75kmT0KVJR19McuvLMDIzAgNDQ3y8wuKU2gnOfL7SYVrm55jO/HzPD+y/8OmTlERfPuWVWHqVKhC/yJVGDsV+tdJU1MDTU3B/1hIsoGBHgDfv6f/j/lC/LthqxCxrja3Tt3j5F/n8A/sTX5uAdPazS5XKkTS24Gp60azLTaBjWHbsGpaC7c+Dnj2d5WyWF6kcHr7BbbH7pOP6PyvGEcA1i2sWHRmDs9vv6KatRlaOlq8efSOw7+fVFlj+kvkQLqNbM88P9Ww1ZIV4pJe9hQVgYamBguHx3P495Nl/l5tB7gybvlwNoT+xfbYffKfG5jo49ClFV4DXGnm2lhuHm2P3cfQ+f5Y1KnKFM/yjarVb21NxJFgzu68xOa5O3Do2qpM82jcsmF49XcjpJfycYwf1aJNE+YmTCcvNx8tsRYfXqZwfs8VtsckqNxd7zqiHSOiB5UapSopuXnk7YS7j9Q8EggE6OiLy91Q1EzSiDkJ0zn0+wniJ62nqKhIvmsv6e2AS097tHS0+PAihRsnbpPy9gvDIwaSl5tPQX4BFxOucWDtcXKz87DvZEP7n9qgb6xLXk4+aV/SOb/7Cmtm/FHmRfiAoD70GtuZMQ4z+Pw+lZVJEaSnZkj5LWpAq1HHQzAw0WesY2CZNfT9A3vjM6U7D68+pa5NbcY5ByqtGFem0J0BNHasxwT3UHQMxEQeDOTSwZvE/rpW5WfcyAg/PPo6MsphFnVbWDJ9/a/sXXlUnrhRptijs3hy8yXLJytvWOo23Ivh8/1AIODt4/dE/rSszEXg2KVDcPd2YqTtND6/+ypt5roWyYdXKQR2Di+TtyXW1ab76A4MCO5L1vcs9Ax1ef3wHb+H/MWlH5KGJVWrUXUWnpnLuV2XWDRiValjwLR6JZy62+LVv7ghL+Ubt0/fIy8nH7e+TgT3KF9iQ0dfzKqbMXx+/5UZHecWjzDa4+kvwaKOOSlvvnDlwHW2Re+Vj1a593UmYO0olefVjxIKhax9sAgdfR0K8grQr6RH8vOPnN52gZ2L9ysdi7RubknMyTCObTrDsvHKj5GSySOn7rboGelSkFdA4uojrJy0oczaZlmT1ZuH75jVbYF840DfWA+7Ti3x8HWhpVczsjOyeZL0nIT4wxhU0mdM3FBif1nBiT/PlfneAZZcDMegkj5zfGJp5FgfT38JDWzr8u1TGnfPPWDHosRSCT+ZsbF7yQF+D/qzzOe3bFyDBYeCMKysDwj49O4zSYdvsTVmr0qWktTYiOLB5SfM9o5RSI6VTMe4eTthZGpI5vdMKlU1Yf7AOI5vLru5RygUsiIpEqFQIG/x0tTWxMajCW59nXDubodQQ8jbx+/lvJ9GjvWYmzCDzXN3sDVqT5mvARC4ZQItPZvx28zNOHRtTeu2zeXtcAfWHFMYFTatUZkV1yK4dvgmkT8pr2aX37d6JRy7tmZ03BAKCwrJy8kj6dhtdsXtV5s8Eok0WHU7lsw05TDmWo1q4NRNmrqRtSW+uv+WVm2bs3TsGhJXqQfWyzRn73TqtqrNOKdAPr/9QgP7utIGM28njM2N+PjyExcSrrBzUSKe/V0ZGNyX7LwKU6dCFarQ/yxVGDsV+tfpR3iyOv2Tpo5QKIUk5+Xl/S+Nh/3TkjVsCYsE6Bvp8eT6cxJXH+XCnitqzZ0Bwd74TOlBzNAVSncYzS2ryBu2LBvX4EvyNwwq6ZGZlsVYhxnlMo5cetkz7fcx7FiUyPqQvwDku3Oe/hIqVTORL2R2LEokMy2Teftm0MC+rrT5qhyx8VqNqrPw9BzunHtAyuvPuHk7oSXWlJpH65WbR4Pn+NJ7Qhfm91/Mhb2qY+My86jDzx60bt+CgrwCXt57zbaYBJWjDDK595VWpW6et4O/IkrXYxuY6ONQDMFs7lZsHl18SJUappjXqsIUr9Ay4dggjeXHnAjlysEbRP28jErVTHDuYSs3j74mp3LtyE22Rv09miFrpZrtE1uu3VU9Iz1+f7SY1I9paIg0MKtlqrL2XSaZaVbW7mqtRjWw62hDjzEdMTGT8hGSjt5m95IDCokr2/YtCNk+mWUT1qGto023ke0wqKTPZM+wMo2m4ZED6DzUi/z8fJ7deKmU31JSY5cMxdXbkeE2U5WOginTrD8nIOllz/evGexdfoiNs5Wzf0oqfP8MrJrUZIJbCDmZufx2Jxo9Q10+vPqEhkiDPyL3cnhTaRZNp8HuDA/3ZaLHbJ4XN3jVa1Wb6COBBPWJLcUBKim33vb8GjMQ39rKIcqNHOoyf+9UDvx2HLOalbHtaMO5XVdYMGiJyt9fIBAwfsUwvPwlvHrwljo2Vnx5n8pYxxnl4r00cW7AvP0z2RGbwMbZ26lqZUbHoZ70GN2RnKxcTv55jg1h20oZHLLH7F1+kLUzFYHPJaVroINtRxsC/5DWvWelZ/Pw6pMyRz4qVTVmRVIkj689I6xPtIKxJx+t8pfQ2LE+aV/SSf34jbo2tQnzji7zswGKk2PXItDU1mSyezCpKWly8LBXfwk1G9ZQGK1q5taIuQkz2B6zt1zHF8CMTeOw7WjDwd+OI+njSKWqxlLzd/dldixMVDh/K1uYsOJaJHfOPWCer+omK5GmiGZujXDt40DXEe3JTMsiNyePvyJ2k7DisNrzSyTSYMX1KAoLCgnwCC1VT66jL6Z1+xa493XGoXNL8oph0XfOPqD3+C5snL1V6RiOMgVtnURzt8ZMdAsmPTVDmmjydZGmY1IzeHD5CXuWHpCzrsxqmrL8agRXD98o09iQadSiwXQa4sXrh2+xalqL1A+p3Dh5lx2x+3h266Xie9cSsepmDFnfs5jiFabSXK7bsnZxRbsLNepbkJ2RzYcXKUzvNE9e961Os/dMo4FtHcaX4PbIEk2S3g649nFER19M8vMPnNp6gQv7rhJ9LJSzOy+xaOSqcl1jDQj2pu/k7oT1kSaP3Ps64dClNYWFhSobzFbfiuHLh1Smt59TJozZsLIBwxb0x8NPgkAgIPN7Fk+vP2ffqiMKac+Smn8okFoNa0hNHSVFC1WtzKTfv34SGjs1IDszh8zs8nMd/y0qbepkUlT0v7w+rFCFKvR/WRXGToX+lRKJyr7PP2nqiEQiDA31yMzMIrscTRv/k1Sehq3grZOw8WpGYOdwtSBFmRrY1SXqeAjfPqZRqZoJaZ/SuHnqLluj9iq9eAXwm9EL/5m9SwGMf1RVKzO5eWTVpCb5+fmIdcWMcZjBwytlR+YdOrdi5pYJ8nEimaybW+Lq7Yinn8w8+sDpbRfZsSiRgHWjsHFvyvSOc8vFsqhWx5y4c/N4eOUJ22ISiltv1JtHsvce9fMytQtIkF7sOnZtxdT1YxFpichMy+Rx0jMSVhxWu0CUMXh2ljDNSkqWPPLwl9DCvQkZqRkIBGBS1YSRraaUyzSrVsecuPPzuFfMPcnLzZfXvnv1d6VuK2u+Jqdy/fgdtkXv4dX9t/KRjwUD4zi/R3kldknJ2AzxkzeQuFp5yqFabTNWJEWwMmAjB347DkhbiEbGDMKrvysjWk5RaySYVq9EfFIEmlqa5OXm8eLOa64eusHJrecVdu77z+rD4Nm+fHrzmdzcfJ7dfEnk4GVq0yc9RndkaLgfgV3CMa1RmZ/C+mFgosf22H1sWbBb6WMijwZhYW3OeNcQtHQ0WXMrGoqKuH/5Kcf+PI+mloghs/uS+NtJ1hYncZo412PejsnM7b+EKz+MSXlP6ETvcZ3wrzte6evJIMpLJ2/k1LbSx6Rl4+osPBbEhtBt7FwsNeIs6pgTcyKUW6fvMX+AanMHoP1P7oyJG8Lbx+/RNdShSo3KfP34je0xCfIxyh9l19GGoK2TWTdri8J9RJoiXPs40GtcZ+rYWPHx9SfO777Cy3uvGbNkmNLHqNK8xJnUbVmbKV5hVKpqLB/T0dbR5u3T95z44yx7lh2SGxHV61Uj7vw8LiZeI2bIijIX92JdbSlY2bkBhYVF5Ofm8+z2Kw6sOaay4lmsq83KG9F8/5rO1HZzlCZzjEwNse/cEk9/V5q5NqKwsBAtsSZHN54mesjycr338AOBWDe3ZIJkFsnPpYt7Gf/K09+VOjZWpH74xs1Td9kek0BeTh6Lzs3l3K7LLBy+slzftYPn+NJrXGcWjVxFjXrVaOPrgrllFT69/czl/Ulsj9lXChYt1tVm5a0YUj+kMq39XLIzVJ9XQg0hjZ3qM2zBAOq2rE1RYRHvn33g9HbViSaZFhyehWWjGox3mSVnPMmkJdbCxrMp7sWwaIFQwIeXKVg2rsGh30+weOTqcr33n+f50XNMJ3mLl76xHnYdbfDwk8gTTU9vvmRfvPSzXKyrzerbsaS8/cyMcrZMSXo7MG3DWBJWHKKBXV0a2tcj7XMa9y48YnfcAaUstIgjwdSoX43xzoFqx3JrNayOU3dbuo/uiL6xNJl88q9zbI9JKBMQPiTcnx6/dmBa+zmlxttKNpi593XGpKoxH1994lLiNdx8nHj/9AMzO4WXqyFO1rC1cMRKzmy/SHP3xrj2cZSmPcWavH2azKm/zrNn6UH5aGTU8RBpLb1zYKkxTGUaGNIXnyk9KkydClWoQv9jVWHsVOhfqbKMnX8SkqytrYWeng7fv2eQl/fPQJL/T0lTU4SgCDRFmqR9/s6JP8/h0tMeTS0RAZ6hahkgMrXyakbwjgAOrTvByskb0NLRwr6T9OLVtoONdBf8yhN2LUqU73xO3zgWx662BHadz91zZdewmtU0ZdnVBbx5+I6C/EIaOdbn26c0bqkxj6QcGl+WjP1N7ehVVSszJL3saTvIXQqrzC/k0v4k1kzdpLKdRqYWbZoQtnsqh9aeIH7y+lIX+3VaWMkrxCtVM5GPrdWoVxX7zq2Z2XleqcpeVTKtUZmll+bz8t4bwvpEU6eFJW7ejrj7OKOto/0386gErFJWiRw3eg1HNpwq4xVAV1/M+qdLKSosQltHm/y8fJXNXTI1kzRizr7pHFx7gpU/vHeZ9Ix0cejSCk8/KTBbIBAg0hTxe/CfbJmvutJbphExg+gyrC2z+y1UyXPR0Rez/lEcJ/46x4qJ6xVun7xmBHYdWzKw7lil0NxaDauz8FQYZ3ZeZPGo1TR1aYhDl1a09GpGrUY1KCwoIDMti7y8AkwtTCjIL+TRtaec2HKetC/f6fJLW2mTWbs5PElS5Ap1GNyG0XE/E9IjguvHpaNzAoEA1z4O/BI5EB0DHe5feMT5vVe5lJjEl+RUoo4FY25ZhfGuwWjrarP6egRJJ+6xdOKGUkm4ujZWxByayYKh8Ty+/oKVl+axce4Odi9T5JdoiDTY9GQRfyzYQ8Iq5QZZv4ButB8gYajNNPnPqtSsTPzFuexedoj1waUNQos65qy4FsHq6ZvZF39E6XM6dWvNjI1j2Ry+U55ME+uJcfdx4uc5fkARawO3cHj9Sflj3Ps6M3ntKJaWce6CNB0j6e3AyJifKMgvoKCgkDM7LrE9JoGX91TzaIRCIXHn52JoashEt2CFnXurJjVx6SkdrTK3MuPTm8/cv/wYl572JKw4zOqpykfWftT4FcPx8HVharvZPEl6TiOn+rh5S81fPSNd3j9L5tTWC3JeiGElfVbejOblvbcE94goV0V315HtGRE9iCsHrmPj2RSA1w/ecuiHRERJxV0Ix8jUgEluwSrTlXpGuth3akmbfi4497Aj83sW2rpazO4by/nd6hlEIB0b9fR3ZWrbMB5deyb/eWWLStLPBX8JjRzqkfYlnXvnH3Jo7XEmrBrJq/tvCOoeUa7Fffuf2jBm6VBihq7g6Y0XOHe3xcNPQq1GNfiS/JWko7cUjIjF5+ZiYm7MBMmsMhf3AoGAdoPcGbN0KJnfstA3libmLiZcZcfCfSofPzpuCO0GujPFK4zHSc8UbtcQadDcrRGS3lIjUddAB4QgEAjxtfhF3pSnTm0HujNu+bBSqVqxnrgU76ewoJCX999weN0JDq8/RczJUEyqGjNBElRmdThIN0FiT81m/+qjPL/zija+LrSQs9Cesy/+sAIMedTCwXQY7EGAZ2iZrDVzyyq08XVmwKy+aGpLG8zunL2vMGb3ozz8JExaNULl5ohV01rSY8HXBYu6Vfn87is6emKEIg2GNplQZtJy8Bxfeo7tRHZe7j+yWfhPqsLUqVCF/juqMHYq9K+UKmOnsLAIgeCfgyTr6uqgrS2FJBeoaZ36N0ok0kBDKMTAUJ/sjGyObDzNqa3nuX3mvsqGLVmLSnzABhJXKi7sRJoibDya4N7PGUkvB4qKitAQCdE10C1XCwVIDYTZe6dxaut54n5dQ2FhITr6YunOp68E2w4tyMrI4dHVp+xcnEjSkVtMiB+Bh68zwT2Vt/b8KGMzI5ZfWcCHV584tO4EXv1daezUgLRPadw6c49tUXsVeCKdhnnx68LBrJq6kYQV6kGgVa3McOllz5BwfwTA9y/pnN11ia1Re9WaZzIGz5kdF1k0cpXC/8G6uSWS3g54+EmoUl1aIZ6dkYNVk5rM6jpfbiSok2ElfZZfi+Tz+6/M7DSPrO/ZNHKqj3tfJ9z6OqGjL5azHGSNQlIQ6DDWTN/MnmUHy3wNgIVn5lKtdhWuHLqBUzdbRFoiPrz4yLndV9gdt18BFj0vcSYNbOswr38cz26+4Nsn5RDjdfcX8f7ZB2Z1W6B0V1WoISTqaBCGlQ0ZbhNQ6rYmzg2YmzCNPcsOsi5QcWxHIBBgVsuUatbmNHFpgO+0XiwcsYrjPyTM/Kb3xHd6T0J6RXHjxN/HW5t+zkxePYI5KuqTBQIBLb2aSYG2kkaYW1ahsKiIosIi/ozcw46FiWx9t5Jze68ROWyl0vffabA7Q+f2Iycjh6tHb7Nw5Bql9wNoP8iNwWF98a8zTunteka6bLgXw29Bf7F/7UkMTfVZfXUBZ3ZcJG70b0ofY9uhBSHbJjGtg6JR2XtCF36e7cPCESs5/odiKk9DpEGX4W0ZGNIXgNtn7/PheQpdR7QjcvAyzuxQn2aTaWBIX/pO7k7kT0vQFGvh5S/BxqMpmd+l9dk/VjFribWIvx5JTlYuU71mlxr1UabK1UwYtqA/kj6OaGgISU1J487Z+2yPSShlWPyokJ0BNHVpyGT3EF49eKtwe80GFtL6bD9pA9K3T9+pZG7MrTP3mNFxXpnNXwA+U3owMNibOT6xXD5wHYFAQH3bOkh62ePezxkTc2M+vEjh3O5L7IjdR2ZaFvE3oijIVxxzUiUbj6bM3j2VhPjD6BrqIOnlIE1EPEnmxJbSiSaZArdMoKVXMya5h/DqvuqxUbGuNq3bt6DLiLY0dW5IYVERz2+/JHHVMY5vPqP2u11m3s/1VWStGVY2kCaa/FyLoeyZPEp6hmWjGmRn5DDJPbhckH5Z86IMdm1Wy7S4lltCvVbWfPukeCxM/X00Dl1aM8k9uFwjs8ZmRqx7sJjnt19hYKKHRd2qfHr3RS3vp+vI9oyIGqi2ZUooFMrZMW18nDExN6KwsIhDa4+zsRwNZjJmkWwUUiY5C604HaOpJeLtk/ec/PMctRrXwKWnPZPcgssF+tY31mPNnVgeJz0ncvBSbDya4u7jhF1HaUX7i7uvObTuBEc3npYfCx1+9mBM3BDmDyhf6tPE3Ji1DxZRkFeAjp6YjLRMHl97xt7lh7ik5HN56IL+dBvZvsLUqVCFKvQ/XhXGToX+lVJm7PyTo1cABgZ6CIUC0tIy/nNf9j9KoWErMYkTf57l2uG/G7bGLRuG1wA3wvpEk3T0VpnPaWxmxNr7i/ianIqukS56Bjq8efKeoxtPq6wgbv9TG8YuHcq6oL/YuWifkmeVmkct2jQuhiQ7oK2rjUAAm+fuYNOcsjkTdW2siDwawuUDSUT9vFy+mBLribHt0AIvf1dsO7QgOyOHR9eesStuPy29mtFtZHvm9pMupsqSrqEuK65FkJmWRbj/Iho71cdrgBtNnBuQ9jmdO2fv81fUXp6U2NlVx+BRJrNapsQnRaIp1kIoFPIl+StXD99ka8Qe3j9XDgKt2cCChWfmcvPkHeb3jyNfSQLNqklNefLIrFYVcjJzMKxsQNTPSzm8vuw0kFhXmxVJkeRm5zG17Wz5YsKqaS3sO9rg3s8Fq6Y1Sf3wjUdJT3l24wU+U3qgqa1J5vesYjAzZHzL5OjmM8RP2iB/7ujjwRhWMmCsU6DasQUdfTELT89GKBIy1jGQ3OxcnLvbMm39mHKN7dRsYMGSi/PZNHdHKZB2SXUZ3pYRUQOJD9jA/tXHcOlpx/QNY1gwcAnnypFuAIg5FUaVGqYc2Xiatv1dqVTNmMfXXzC9awT5eaoX+X88XoSWWJN+tcaoNQM0RBr8+WKJ0nErmdx62zNh6RCmdZlP2LZJ3D59n/D+cWo/83qP78xPYT5EDVkhHw8ct2wYXv4u5TJXhRpCbDvYELD2VwxM9MjLyePF3Tdsj9lb5qiirAZ8eofSIx+aWiJaFC8SXXrYIxAKeP3gLSf/Oo/3pK68fZpMUNcFKturSkpmZC4Z8xtnd16idfsWePi6YNvBhtzsXJ7eekli/OFSv2vs6dmY16rCBNegclWgt2jThDl7p5P84iMWdarKuVq7FquGzf4SOZCuI9oxs3O4yuRjVSuzv0cjW9YmNycPsa4245xmlqsBStLbgam/j2FlwPpSYNrazWrh3MMOT7/iRFPxaNW2mH1MWj0Cq6a1mCgJkvNb1Ek23nZu92UO/X5Sakr5OKNvIoVFn9l+Uc5Yk2lAsDc+k7sTVA7Ytaa2JrbtmxO4ZSIaIg1ysnJ5/fAtRzeeJnH1UaXfPSAbB5zE2plb2L30gMLtugY62HZogbuPM3YdW5KbnUtRERhXMWRw/bHlal40rVGZ+GuRpbg9xmZG0lpuXxeauDRU4P14T+rKoNB+hPaOKtd3r5RZFElhfiEHfz+Bp68EaxsrUj9+49apu+xYtL/Udw8g5zWpqg4vKevmljj3sGNAsDd5OflkfMvk3K5LbI/Zp/K7B6TjhKtvx3D77APm+ZZu2BIKhTRyqo+klz1u3k7FFe0f+fj6Ey09mxPaO0qpWa5My69GoCXWYqJrENmZObRo0wT3vo4497BHQ6Txd5vdisP8PM+XTkO9KkydClWoQv8KVRg7FfpX6kdj55+FJAswNNQnP7+A9HTVM/v/Vf3dsFWAWFfMrVP3qGxhTDVrc8Y6zizXjmRdGysijgRz7cgtIn9aSn5ePpaNa8ghyWa1qvDxZQpndl5kW3QC6akZDIsYQPdRHQj3X8RFNQ04Muka6rLiagTZmTkkHb0lXRgY6fL2STLH/zijdFdZumgZzdaovWpNIJl55N7XmXY/uZOdmUPqxzS2hO8stZOoTDIGz72Lj6QcmhLjBWJdbWw7tMDT3xXbDjbkZOXwJOk5X5K/4urtRHQ5GDxQXCF9NQKRpogpnqHk5uTh0EXasNXMtRHfv2Rw9/wDtsUkyOPtrbyaEbJjCgnxh1gzfXOZrwEwb98MGjs34M3Dd1jbSOHLScdusy1qj1LmgmmNyiy7PJ9nN18S2jtKpfmib6xH6/YtpEkLr2Z8evOZq4dvcnbnZe5deERBfiF2nWwYETUQ4yqGXExMolodcxra1sHfanS5AMa6hjqEbJ9MnRaWXN5/Hdc+Dmr5TiXfw6ob0Rz47Tiry/g7OXZtxfSNY0n9mIaphQlRQ8pfbRx1LARzSzPGu0pBuauuR5Cbk09Ah3C1ptWkFUNp5dEELbEmu5cf5o/56htx+gV0pf0gt1LjVj9q2Fxfug334vvXdAbVHafU8PtRXv4SJsRLR0h0DXXQM9Rla/QeNs/dqZZ1ItOQcH96jO7IrK7zyUzLwsPPhQ4/eyIUCrh16h4bZ29TGLmUsmsaMtk9WGkipqTqt7amy8j2ePRzQagh5MOrFM7uuMiO2H0KabGSki2ilX0OyWCzbn0ccfV2RFtXm3dPkqlc3YSM1EwmSILKTEVA8SJ67wy2L5S2D2qJtaTjNP2ccezamsKCIl7ee83B347LP28C1v2Kc3c7pniGlat90MjUkNV3Ynl55zXZmdm09GxGZrq0tWrP8oNKW8ZkqcSoIcs5ve2CyueuXM1EWp/d35UGdnXJy8nn/sVHbJy9rcxx07qtrIk6GszBtcdZGbCh1G3V61XDqZu0pt6ycU35aJWGphBJL0em/8BvUSUdfTGr78SS/PwjgZ3DqdmwOi497Wnj60KVGpX5+CqFS4lJparU3bwdCVg3ulzjgCA1J9fcWYiBiR4FBYXoGujIeT+74g4oPQdkhtbpHReJG6Wc26Ml1qKlV1PcvJ1w6m6LvrEe+bn5HF5/kqXj1qo0pWQSaYlYfTuG9K/Spj8ZC0zPSBe7jja06edC63bNycnM5ektaRtWemomwdsms2bGZvaWM5EZtH0yzVwaEdIrEqsmNfDwk9DEuQHpXxUh1CCFcMcnRXHtSNkNW4C0bXLdaOrbWiMQCPhazH7auXCfynY+WbsYwCT3YDK+Kf4P6rSwkla0+7pQq2F1stKzyMzJ+Y+aOoYUFRVVmDoVqtB/SBXGToX+ldLQkH4xwT8NSdbAwECf7OxssrLK3tn9r0vWsKWlIUKsJ+behYcc2XhabcOWvDJdTVNLlZqmOPewpd1Ad2o3s6SgQBqZDukZwXk1rVQyVa9XjUVnpBf5c3xi5QZOrYbVkfR2wGuAG+aWVfj4KoVzu6+wLWoPnYe3pc1r0poAACAASURBVH9gH2J/iS9X/a5IS8SyywvQ1tFiyZg1tGrXgjb9nDEw0ef9s2SO/3G2FKQRpCMMobumcOC3Y6wK2Kj2mJUxF+bsm4FIU0ROZg4v777mwNrjHFp7QuWFb6Wqxiy7soC3T5IJ6rZAAeKrraMlTxjYd25FXk4eqSlpWDaqwaIRK0lcXXY9rFAoJPZUGGaWVZjcJoT3zz6gb6wn3VX2k9CiTRMyvmXy4OIjti/ax+3T9+VjZKe2XSBu1OoyL9xbtGlC2K6pHNt8hmXj1ykdqxIIBNh3bsn45cMwMjUgP7cAoYaQB1efENY7mvRU9QaCQCBgwaFAmrs1JvN7JjeL22nunn+o9P5GpoasubuQc7uvsGjkqjL/TgDtfnJn3NKhFBUWkpGWxZH1J9kQslVthXTk0WCq1TZnnERq6sQcC8KoihHjPcLI/K4aHtvz1/b8NKs3Y5xnYWxmSHjCdGZ2i+DuBdVsCn1jXTY/jWN61wjuX1JcFAuFQlZdCyczLQtdAzHGZkb8GbGbrVFlNw2ZVq/EuvuL+PAqhSdJz6nX2hrzWqY8uf6c+QPiVI4dTlw1AjdvJ6Z4hZVicggEAmw8mtBleDscurYmMy2LuxcesDM2kWERAzCtXomJbsHlSsTIasCP/3GWbTF75YaBdXMrvn4oDfiW6ZfIgXQd3o7AruHcOVs2C6yRQz0ij4WQn5uPlliTlDefuZSYxNaoPSrh3S697Jm2fqzKRbRAIKChfV1c+0i5WgaV9SksKETPUJdRttMUkhbKVK22OUsuhXP18E0if1pKYUGh3Kx27eOIpLcDIk0Rbx6/4+hGaX127/FdGBDkzRyfGK4cLLsdT5YKKSqETXO349rbEfvO0nGa53decfC3YxzdVBoWLUuFbI3cw+Z5O9Q+v0Elfew7tWTKutEAZH7P4u75h+xddlDt72dkasjKG1E8uf6c0N7RCiZllRqVcehabErZ1uFbShqf3n2loX1dZveNKfc4oIzbM95lFl8/pFKzgYUUQu3nSs2G1fny/itJx26zPWYvrx++w6ppLRaenq3U0FKl4VED6fJLOxJXH8Wlpx2VLSrx8dUnLu67yvaYBAXejxzG/OYTMzrOU2kQl2zD6jmmE5lpWSCAvyJ2y9lP6jRv3wzq2NRmnPPMUiBquSklg1ADrx++4/zey/Sd3INzu8sP4faZ0oMBQd4EdV/A0xsvsOtog7uPs9yUenb7JftXH5Uz4YRCIStvRpOXk0eAR6jKdjGZJsQPx7O/K5nZ2RWmToUqVKF/jSqMnQr9KyUzdv5JSLKWlib6+rqkp2eSm1s2xPH/RZVq2HqazNFNpzm785I8gt5/Vh98p/UkWkVlusLzibVYeSMKoVBI8ouPNJU0JO1LOnfOKI4qySSDN5dlnphWr4RLT3u8BrhRv7U12Zk5PLn+nJhhK5QyDEpKZp68e/qBoG4LSl0k1mxggUsve9oOcKNqbXNS3nzi/J6rfH3/lZ9m92PllI3si1fP4AHphWj0yVCq1TYjwDMMPUMdXPs40sbXBeMqhrx//pGTf54rdaEtGyO7mHiNmKErymRyCDWEhO2cio1nE7Izc9HUEqmtfQfpbveKpEiy03OY2m42aZ8VWTea2pq0atuMNr4uOHW1RUdfTEFhAU+SXjCt3ewyFwY9Rndk2IL+rJq6mYQy/lbdf23PsPn9CfAM5dHVp1SvW5VRCwfT2LkBU9vOUbl7CzBx9XDcejsys3M4BiZ6eA1wkwJGCwt5//QDlw9c59S2C7y48wp9Yz3WP1nCl+RUtsfs48HlJ2Wm05x72DF94xgWj1zF6W0XkPR2wD+wD1VqVCLp6G3Wh2xVAPpGHAnCok41xkmCSP2YRtiOyVi3sGSMawhpn9OxcW+EafVKnN+XJF1wFauVZxNCtownuE80N0/eA8B7Yhf6TenOwHrjyc5UnfIZFu6LbfvmjLQPVLht+YU5FOQVMMk9hJysXJy6tWbymlG8uv+GAM/ZKg26ujZWRByeJW3J6h8nN1er1jZjUIgPrt6OJB29RcyQ5aUSMiE7A2jq3JCJbsG8eaS6aUd2jLUb5IZDF1sK8gp4/fAtu+IOqGyXksnGoylhu6cqrQHXN9YrZrH8zeV5ePUp2jpa1LWRtmWVJxFjbGZE/PUont54QWjvKAwr6ZdIsdSTs1h2LEyUN/rJEjExw1aohJT/qDV3YtHR1yHt83c5IPja4Ztsi0ng7eP3CveXGVpHN55m2fi1Kp+3TgsrXHrZy2GzOZm53Dp9j9hhK8oEDMubrD5+Y3r7OfLzXTZO49rHATdvJ/SN9eQpljeP3jF5za+smb6JvcsPleu9h+6aQmPH+kxtOxvTGpVx93HCubsdQg0hbx69UxitMq1RmRXXIrh+7DYLBi5RyYqTSUdfzLQNY2jd3oaiwiLysvN4dkd9g5msll6kKWKSe7DSz0dZg5mHn4Tmbo0pyCtAW0+LqwdvMqvb/HK993HLhuHhJyHAI1R+PFapaYpTN6m53sC2Dqkpadw994AdixJ5df8ta27H8PL+W4K7LyCvjGQPFDPB1oxizfTN6OiLaePrQs0GUlPq2tFb7IhVbMOKOBJMjXpVGec8S2l1uEwCgYB6ra3pNqoD7n2d0BAJi02pa6WSUsrUf1Yf+k3pwQwlI4elKtp7SyHUyS9TqGxRic9vPzPOeZbaZjWBQMCkNSOR9HYgJ186SvdfUoWpU6EK/bdVYexU6F8pofCfhiSL0dbWIi0tg4KCsgGWFSpu2CoETS1NvqWk8TX5K40cGzDeJfB/qf3p9QNpG0xWerZ8VMnDT4Jdx5bkZOXw+NpzdsUlcuXgDTlAMn5yaf6DKgmFQhaemY1ZLVM2zdmOpLcDzd0a8/1LBnfO3Wd77D6FJo66rayJPBLEhYSrxA6LV2ueVK5mglMPO8YuHUpeTj75ufmc2XmJrZG71dbD6uiLiU+KIis9m2nt5yiMb1SvWxWXXvZ49XejRv1qfHr7hZd3X2PbwYY/wneWiyUEELxjMi3cmzKt3WyeXH8ube7q4yCvff/wIoUzOy6yY+E+0lMzMKtpytLL83mc9JywPtHlaujxmdKdgcE+HN10iuZujalmbc73L+m8efye09suKDAtxq8Yjqe/hMWjVnN6xyW1owUevi5MWjWc4J6RXC8R6wfwD+yN77SezPOPUwCpAoTvn0GdFlZMbhNSykCQLTjsOtjg0KUVVk1roqOvQ1Z6NiJNDVJT0sjJzMG0emXSv2WwMmCj0kW4m7cjU9aOUpoAa+LSEO9JXbHrYEN2Rg4f33zi5om71LezxqymdPzq64dvTF49AvtONoyRhKCtq0XQ5rGY1zLl2+fv6BvpMbHdHF4/eE81azOWnQ1j9Yw/OPDbiVKvNT9xOtq62kzynKPy72hQSZ9NjxYR2m8R10vAnuNOhaAt1mS8JLiUeWlkasCCQ7MQ62oz2mGmwlhJ24FujFs6lG3Re1Sm8mo1rM7IhYNpJmnI05sv2Rq1B+9JXTG3NCs3h0bfWI+VN6NJfv6RDaFbce5hh3tfJ3QNdHj37IMU5PtDak62WFUFeC8pGZdn9p5paGgIyc7I4cXdVxzZcIqDvx1XmbqqVsecpRfnc+XgdSIHL1MwEHT0xfLUnF1HG3Kz88j4lolFnaoEdgkvF6dLloihCCa1CeH7l3QMKxsUt85JaObWmIxvmTy88oTdcftJOnZbCv7d9/eIV3k0cfVI3Po4smX+Tpy621G/dR2+fUrj9pl7bIvZp2CuS1u8Ynhx9zXBPdQ3WdWob4FzD1sGz/EjPzefoqIijm85y3YVplRJRR0PwaJOVSa4zCLlzedSt9VtWRtJbwfa+DhjWqMyH1994tapO7j7uHBq63kWqxhz+lEDgr3xCejBrG7zuXP2AY2LG8xc+0gbzJKff+TUtvPy0SqRlohVN6PJSs9hildYuUYO7TrYELw9gFun7tLQoR5CDaEcTl+y2bCkpq4fg0PnVkx0C1YJotY10KF1e2mK1KmbLQUFhWhqiYj9Jb5U45wqyYDEEYOWcHbX30wwuSnlK6G5u/QYe5z0jITlh/Cd0YvK1UwY5xxYrnHYWo2qs/jcPA6uO87ORftx7NpKakrZ1SXtUxp3zz1k5+LEUtcLg+f40mtcZ6a3n8N9NS1ZMlk3t2Tx+XnkZOaioy/m6wfpuPCO2H0KprpAIGDK+tE4dbOtMHUqVKEK/StVYexU6F8nLS0RBgZicnPzyM3NJS8v9//oF5QUkiwkLS39PxfJ/ackEmkg0hChqycm7XM6Z3Zc5ORf57hz9oHSXdMmzg2YmziDM9susmiUYvsTFI8quTemjY8zkj4O6BvrUZBfyMHfjrF07NoyTT99Yz2WX4vg+5cMZnScK99Z1dbRolW75nj6SXDo3Irc7Dye3HzB3mUHEWlqELB2NFsW7GRLeNn13ABz9k6nsVN9QnpFUqWmKV7+rth4Nv17VCl2H7fP/g1DrVbbnMUX5vHo6lNme8eUaZ4Ymxkxc/M4Gjs1QCAU8u1TGjdP3mFbdILS2neQ/j8Wn5+HYWUDJnuElIrLy1TVyqw40eSKZeOaZKRmYFLVmDO7LjG3b2y5TNUJ8SNo4+tMULcF3D4jfY+6Bjo0dqqPjVczJL3sMa1emZTXn3hx9zUtvZoj1BAgFAoRCgUU5Bdy9+IjgrtHKvwd7DraELx1IhE/LZUDen9U2wFujF/xCzvj9rNu1l/F713Ikovh6OiLmdwmROXIoEy6hrqsvb+Ih1eeENYnWn4samqJaDvInRHRg3h26yUzO4XLUzFtB7gybvmwMplImloi6tvWoYlLAwbP8UVDQ4Nvn9K4d/ExDezroKMrprCwkPy8AvQMdTi86QzrQraRnprJkNk+dPq5DcPtZhJ/cS7Ht5xj5dRNCq9hVMWQtbejiZ+6mSMbVSdZeo/tiN+07vSvP5Hc7FxijgRiVNmAcc6zSE9VrFrW1tFi1p8TaOxUn1VTN3GomDsybtkw2vaXMH9gHBfKMTZZo74F3cd0oPNQL/JzC3j3NJntsfvKTN2Y1TRl2ZUF3Dn3gHm+i0qN1NRqWB3nnvZ4+UukjUJvv3B5/3W+fU6j35Qeao+ZkhIKpceKnrEek92DqWxhIjUM+rlI26Ve/t0uJUsdyRgxh34/Sfyk38t+DQ0hcxOm09SlIVkZOYj1pFye48WmlLLzX0dfzMqb0XxNTmV6h7lKE3Ca2pq09GyKu48zTt1t0TXUpbCggJsn7xLUdYHaUUCZlKWnZIDgNr4u2La3ITcrl6e3X7J/5VHuXnjI8isR3D5zj3D/xeVq8ZKl8xaOWIlIUyRthHNVNKVKauml+egZ6zHRNahMA6FKjcr0DehOx6GeUmP2o9SU2hG7T22D2fCogXT+pa1Kbk+N+ha49LTDw09CzQbV+foxFSNTAz6++sxo22nlgnA7dG1N4B8TWDnlb5Oxbsva0taqflLeT8rrT1xKTGJbzF4+v/tK8I7JNHVuxATJrHK1SFa2MCH+ehS3z9wn5fVnXPs4om+sR/ILKYR6V9x+hfNb1m6pqr1PJk1tTVq0aYKbtyNe/V3Jy83nY3GTZMKKw2q/u2S16XtXHGTtzNINhDr6Ylq3a467jwv2nWzIzy/g5d3XZGXm0NSpIQGeoUor43+UlliLNXdjSXn9mRkd56Gtq4VD51Z4+LrQok0TMtOzeXr9OftWHeHCnqtM3zQW24425OT/9xLZQiEYGlaYOhWq0H9dFcZOhf6FKkJbW4SWlggtLU0EAuQmT25u3v9vuywCgRSSXFBQSHq64sKmQv97+rthqwiRpoa0YWvLWa4dkTZstR3ozrhlw9gQ+pfKxqEfFXEkCOtmlhzdfAY3b0cMTPR59ySZY3+cUbo4qtnAgoWn50gXhX6LVO4qCzWENJU0pI2PM11HticzLYuC/AJ+m/kHB387rtbckDN4dLWZ4hlaaldZPqrUzwWn7tIxkme3XnL9xB18JnfnyIZTLJ+wrlxGoizhEtR9AY+vPcOuU0t5Q09W8RjJrrj9JB2RtqXoG+uxIimSrx++MaPjXKUAyR/VeXhbRsUO5sXtV1i3sCTtSzp3z0rhy7Ixkh8VcTgIq6a1mOIZqhZkW6WmKW18nBgU1o/3zz6wd9lBrh66SfKLj9Sob8GE+OHUblqL0L4x8jagZm6NmJcwXQoyLWP3uZFDPUJ3TiEvL5+/FuzBZ2p3viSnMqPjvDJ31GXVuw+vPCHMO0apwSg11sZTr5U1m+buICcrlxFRA9TWDv+oyKPBVLOuytR2s6ndrBbB2yaRm5XHojFref/8I5paIl49fEfa59JQ34jEadRrbc2dM/cJ6ROr8njx8pcwMnogfpajyc9XfswKBAIiD83A2MyIbylpVKpqzDjnWUpHSUqqyy9tGTynH7oGOkCR/PP3+9d0Tmw5y5ppm9WeJ7qGuqy8HsWX5K+smroJ5x52ePV3RayrzfM7r9gdd4BT20onoqybWxJ9IoxTW88R9+sateeJibkxjt1aM3HlCPJy8snNzuXa4ZtsX6iYxisp2RhoVno2U9vOVlj8Vq1d3C7l70rtZpZ8/ZDKy/tvaOnZjA2hW/lzQfmM32kbxmLfuRUBHiE8v/0Ky+J6aA8/CRZ1zEl584UrB67zV9QePr35LB3xSorkaTGAXF0iRqYOg9swZukwTmw5i41HU0yqSivPz+66xM6FymHR0SdCqWZtzgSJ6vSU7PPRtY8jHX/2pKioEA2RBhtCtyokpZRJmqrrRUjPCK4fvyP/uaa2Ji29muHm7YhzDzsEwKsH0taqHmM6kp9XQIBHqFLD8UfJ6sn/itzN7rgDUlOq398NZs9vvyJx1ZFSqbsJq4bj1seJAI9QleZ4SVnUqcrKG1GkfkzDpKoxGd8yeXT1CXuXH1LJ+3Hv60zA2lEs/nU1RzeeVnofOe/H35X6dnUoLChEW0eL2X1jymVMmltWYdmVCC4kXCF2WLz8PKlR36K4ot1FDqG+fvwOO2L3YdexBYPC+hGiJAWpTDIgsUAgYPGoVbRq2xwPPxfMalXh09vPXDlwg23Re/lY4hiq39qayGMhbI9JKDNdKhQKaehQl7BdU9E30aMgr4D3zz9yfs9ldi7arxJGLtbVZs29hbx7nExg1/kK54lIU0Rz98a49nHAtY8jRqaGpKdlkp3732MnVpg6FarQ/zuqMHYq9K+XlpYGWloaaGtrIhAIyMvLl5s8yoCr5ZGGhgaGhvpkZ+eQlaWeB1Kh/30JhUI0NUUU5hYi1tXmxd1XNLCtS8RPS1Re7JaUWFeb5dciKCwoYmrbMDn7oWYDCyS9pbuIVWub8fHVJ87vucy26ATqtbYmaOsk9sUfZs30zeUyT6auH4NzdzsWjVyJdXNLPPwkGFcx4v3zDwqcG5Au9pdfjSD5+Udpq48aUKNQKKSxc33GLBlKzfoWFBQU8vrBW45sPMW+FYfV7qxHHA6idrNaBHiGKUTyRZoibDya4N7PGZee9gC8e/YBqyY1ubL/OuH+i8rFWeg3rQf9Z3nL0ydiXe0S8OWW0kTTjRckrDjEuV2X0RJrsfzqAgQCAQGeYXz9oJ7HYdW0FjEnQrl56i7z+8cpXaj2mdiVwbN9eXz9GTeO36Hf1J6sDFhfbhaHprYmP8/1pevwdhQVwZMbz9m5OJFzu1TXjhuZGrLqVjR3zz9kbr+FZfI43LwdmbR6JEVFyLkq5Vl4xpwMo0pNU8ZLpOmDaevH4NLDjlm9o7l9VjnEWabFJ4Op39qa2OGrOLJJfcJl8ZnZfHiZQvjAZSrvI9bTZsODhWhqi5jfP46LSkbYlKlmAyms/PmdV0QMWkphfgFNXBowKNQHI1NDoocs55KSnf/KFiYsvxpZnE6LLnU81mtljVd/Vzz8JGjraPH64VsO/X6Sd0+TCdkeoJSPo0qT1ozCtbcDQd0XYFzFkDb9XLDv1JLcnDye3XpJ4sqjpcwjw0r6xN+I5u3j98zqOl9tCxlIDcBfF/+MWx9HEAjITMvk4dWn7Fl6kKuHVIN8ww8EYt3ckomuQbx/psj1qlTVGMdu0mryhvb1yErPQs9Yl8fXnjNBMqvMYxKk585PYf2Y57dQPpJYypRqbsnXZCksentMAq8fvGXplfmIdcVMcgsiNaXsFq/6ra2JPBrC4Q0n+Zr8DU9/qSn16e0XLh+8wbbIPaUW9gAjYgbRaagXMzrMVTtSIxAIqG9bhza+znQd0R4BkPL2s7TyfGGi2pYxh86tCPxzImtn/qFQTy7UENLUpSGSYt6Prr6Yd88+INQQYlq9EuOcAtUynmQyNjNi5Y1o7l98xByfWIQaQmw8muDWVzXvp9MQT35d/HO5k2MAcRfCMTE34uGVJ9h1LAGhXnuC45vPKJinNRtYsPj8PI5vPsvScb+pfF6DSvo4dG5Fm37O2HduRca3TL68/8qa6ZvLNKZFIg3ib0aTm5WrACSubFFJPlrVyKEe379kcO/SQ24cv8PQ8P5snruDrVHqG/tkmhA/HLe+Tkx0DSI3Ow/Hbq3x9JNg3cKK1A/fuHW6dEW7rqEua+7E8uKOdBxQXYufhkiDoG2TaOXVnIxs9UDlf6MqTJ0KVej/LVUYOxX6T0lTU4iWlghtbU00NIRykycnJ7fcJk8FJPn/jgQCAdraWggRIBJp8OT6c7UNW+aWVYi7EM6zmy8I6xOtcnfYtHolnHvY0XagG40c6pOZlsXn918I7Dq/TEiyUCgk9rSUwTPFM1QOgQbpLq2ktz2e/q7UbGBBypsvXEy4yuWD1wncMpHL+5OIHrK8XOMIg+f40nt8F+b3X0zyi4+49nbA09+VytUrKXBugFLmyRSvsDJhpgKBgN4TOjN4ti/ZGTnSGuanyRzbrDzRJNPE1SNx7+tEYJf5CpBKkC6Omrs1xq2vI669HdEx0AEBaIu1mNFxLklHb6tNazj3sGPahrHsXLyf9cF/qn0PVa3MmLByOE2cG6IhEpKfJx3biR22Qu1IBUhH++YlzuTw+pOc2noeDz8J7j7OiDQ1eHnvDYd+P8GR30/KTTTZ+ELS0dtEDFxSrrGzYfP96fZrR9bN2oKbtxP1W1vz8v4bNs3ernKBtPjcXIyqGDLBNZhvn77TboAbY5cNZcHgFVwow1SZuWE0jezrsmfZQfpN7YGf1Wi1PCLLRtWJOzeHMS7BvH6gfMEadXgmVWpU5tjmM3hP6srl/deZ57dY7ftv08+ZSSuHs2/VEYV0jkAgoPuvHRi6oD/3LzwizDtGnpKSpm5CObPjIotHqm9Jq2NjhZu3I/4z+5D5PQuhhpDtMQmlzglVmrtvBvVbWzPRLbgUt0W2sHf1dsTN2xGxnph3T5K5mHCVbqM6cPPkXcL7l2+cqOfYTgwN9ydi0BIuJSbRwqMp7j5OuPSwRyAU8Or+Gw79fpLD606Qn1+AUCgk7sI8DCrpM9E1qMzzF6CRY30ijgTx4s5rLBvXID8nX9r8s+YYJ7acVfqYn+f50XNMJ4K6LeDW6XtK7yODRXv4SmjVthlFRUVoamkyv/9iTpYDcC8DUW+Zv6tUSsnE3BjHrq3w6u9GI8d6fP+Szt3zD9kdd4D2P7fBpYc9k4tTSmVJ31iPVbdieHnvDcvGrcWuo420wayFtMFM1mZXMl0jYyktGVN2qg+k43txF8IRaWogEAr5/O4L1w7fZGvUXt4/V/49YVbTlOXXIrhy8AZRg5VXdMt5P/2cMa1emcz0LEyqGJV78wJg2eUF6BjoMEEiTdDJNgMkvRxw6+uEvokeyc//Hq0yq2VKzMkwElcdYc30zeV6jSHh/vT4tQPLJ/5OI4d6uPS0R1OsydvH7zn+x1mF0SqRlog1t2NJ+/ydqe3mqAUSi3W1adm2GQODvanZsAaF+YU8v/OSw+tPyc8JVQpY9ytOXW2ZIJmlwKWTV7T7utC6bXNysnJ5ee8NdVpYcvvsA0J7Rak9f0WaIkJ2BtDEpUHF+FWFKlSh/4QqjJ0K/WclEgmKR7Y0EYk0yM/PJzc3j5ycXAqU7HTm5uaydOliLCwsGDBgULkYBBX6PyelDVu7LvP28XuauTVizp7pHNt0urgKu+yF97hlw/Aa4MamOdtp5dWMZm6NSU/N4O456UjRj2MZ+sZ6LL8aQXpqBtM7zFU7kmJiboxTd1uGzPNFS6xNYWEh53ZfZmvkXgVA448K+msSLds2Y3qHuTy6+rTUbeaWVaSm1AA3rJrW4vP7L9w6dRf7zq14efcNQd0j1F5QyyRr25E1ckmbuxxoO8BV3tx1Ye9VtkbtlTMroo6FUKthdSZ7hJZr57qujRWxp2dz8+Q9dPTF1G5uia6BmMy0LL4kp3J+z2W2hO+SG3A+U3owMNibpePWcmjdiTKeXfr80SfC+CtyN1vm76J63ap0HdWeriPac3bnRSIGLVX6OE9/VybED+f3oD/ZuTix1G31W1vj5uOMu7cTJlWNSU35RkZqBtbNrQC4fOA6Bfn5vLjzmn3xRxRSBzLJALMl67nNapnS/dcOdB7WlsLCQp7eesnxzWc4tvE0+fkFLLuyALGemInuUvBtQ/u6RB4JYtmkDRxWw8IB+CXcl/YD3RjjGEjyixQWnQ7j2+c0QvvEqn3cyOiBOHVtzU+NJincFnUkkCoWJoxznkVqSho16ldj5h/jMa1eiQUDlihwTgB+XTSYjj97ED1EPUvIrJYp41f8QjPXxlw9eINzey4zbvkvbI8tP8S31/jODJnrx9Jxa9E11KHtAHesmkjHSK4ducW26L2ljRuhkMXn52JkashEt2C1DT0AVk1q0mdSN9x9nNDQ0CDlzacyq8mh2JQd15ngnpHcOHGn1G0yELekmJliUtWYj68+YWJuROqHb4x3mcX3r4pjUD9KVgMuSykJNf4/9t4yLsq8b/9/T9FdIgrYioko3dgtNtauu+66rt2FAYKCgN25rrUqxDgDXAAAIABJREFUNnYXit3draAg3fwfnMzIyBD3/b/u69rftXO8Xj5xZs45p5j5Ht/P8T7E1HOrjWdXwZTSMdDm3VNhenD3ooNkpmcxcvkgvHu4Mr55cLl4JDoGOqy+HcWHl/G8efAOd38nJFIJrx++5eifpzmw+ngx49Dd34kJfw5jRRkgai0dTRxaNMS7hxte3V3JTM3k0+sEtkfuUzltUlSmVsYsuzqH2+ceMCtgvtJCXddQB6c2jfHp5Y5DswZkpmfx9PoL3j55T8sffP5HEzFzzwRjXsmUkR6B5OXm4dxemAqp516HtKQ0Hlx6wp7FBxWfA+vaViw4H8qpbbEsGlJ6HFCu3+b+QNuBzXl++yU1HaqRFF+8Ga2oxGIxy29EUJBfwBif6SWamJVqVsS1Q1P8entQ06EaGWmZZKZmMq5ZcJnfPwC/LxhAi37ejPWbwdMiLYLVGtri1skR317uWFa1UMQCY5YfJiRmMp9eC7Xp5YHoO7a2Z+q2Mawcv4Gn15/j7u+Ed3c3jCoY8vFlPBf2XmHHvBglZtKULSOx963PSI9ApU0VVZJIJbh0aMqEP4dSkF+ASERh49pFBdy6qGQaUoL2TKCOcw21qaOWWmr910ht7Kj1j5BEIlJweWQyKXl5eWRlCVye3Nw8EhMTmTp1Mm/evCEiIpKaNWv/p09ZrSKSyaSICkRoyGSkJKViXsmUw+tOEvnz0nLdPuyIwOAZ3zyIF3eFH7oaWho0aVkEkpwlRIr2LDrIqwdvmX8uhHuxDwjpVTKDp6i6j+1A/+k9WDx8LVnpWfj19sShWQPSUzK4f/ExOxfs5+apb41DUqmE+edDMLIwZIzPdD6+jC/1+Aam+vQY25GOQ1sjlUlJTkjm9tn7bI/cW+rEyk+zetN5aBtCeqkGYZpameDWqSnN+3pRo3E1viYko2ugTWZ6FoPsx5Wr3cS1Q1MmbhzO9si9SswELV0tbOpYUc+9Di36e2NjV5n41wnom+oj05AiFovR0JaRmZbFic1nWTB4lcrjy0Gb2yP3sil0h9JlNnaVmRY9Bl0DHcL7L1JaXPeb3p3uYzoS3n8R53eXHLsCocGsxQ/e9J7clZun7pDw9gtZGdlIZVKq21ehpkM1Xtx9xYwukSQU4SXN3DuR2o41GO2tup5bLBY4JB5dnXHt0BQTS2Py8wVWxjT/COL2X8OruwtjVw1mU9huts1VNp90DLSVas39h7Wi/5QujPYL5tlNYULBsqoFK6+FM71rFDeKvMe+l0xTxqrr4dw+95CoQd+e67knpmJkbsAI90C+JnwzMMViEV1GtuOHGd15euMlayZv5m7sIxr61CVo51gKCgrIycrlxZ1XLB62tsxFZG3HGsw6OBmZhhCb3Raxh+2Re8tksfwypx/tB7Vgascwbp3+Nnmib6KHczsHmvXxFIC7SWk8iHvMvhVH+H3+ALIyshnfLLhc5kkjn3oE75lAdNReDqw6rlRNnpyQzO1z94mO2qf0WRu5/Fe8e7gxoUVwmVNjUNjQcz6UjNQM9Ix0+fJBaOiJjtrLq/uqOVTu/k5MWD+s1BpwG7vKApuoEBadm5uHjp42E1oEqzTkvpeJpRHLr0cUxonmKaIrNR2qFYJ8hWmTT6/iid1zmei5Mbi2b8LvCwYQ+fMyTpdjsge+NVkt+G0ljZs1wLuHm2La5Mz2C+xccEBpAS5vF7uw9wpRA5eVap5IZVIaeNZh9OrBmFmZkJOdy+uHb1VOmxSVWCxm8eXZaGprMspzajEDX0NLA3u/+vgUQqgLCgr49DKeKg1s2bkghpVjN5Trsf80qzedhrRmYqsQ7l989K21qpc7jq0akZ2Zw/PbrxQTWFINKatuR5GamM745kEqAdnfq5FPPWbuncjhdSewqm4pAIJTMnh87Rl7lx0hLuZqsduMXPkrXl1cGe09TfHdqEqmFY1xbt+EVj/6UrWBDfl5+UIEap7y95oquXVyZNLG4SqnpyrYmuPasSl+AR5Ut69KUvxXbp+5h4mVMbZ21oxwm8KHF5/KfOxGFoasvBnJzVNCpLdyrYq4dmyKby8PrOtUEjhCx28TPXcf7599IjRmEtWbVCX7v9TUMTQ0ID9fbeqopdY/TWpjR61/nMRi0NSUFZo8Eh49esTvv/+Onp4es2fPwcLC4j99imp9J4lEXMg8yiY3NwepREZBXj652Xmc3XGBU1tjVTZsyRk8ebn5jG8eXCLvRSwR08DTDp+eAschPSUDmaaUxUPXcGjtyTInguSRpaLtTyDsCtr71ce3lztunZzIy8vj+e1XHNtwmr5Tu5P4UYD4lofF4tHFmfF/DGHL7F3sWnCgWO37k2vP2b3kkNKP96nbRtPYrwETWs4s1669TZ1KLL4cRtLHr5hUNP7W3DU/RgEu/l5dRrZjwMxezP9tJcc3ldFkZGPG8usRZGdks3bKFu6ef8DbJx+o61qLCeuHkZ2VzTDnyUoL/RoO1Yg8Pp3tUXvZFLJD5XElUgk9xnciYKI/n99/4fDak9RsUg2H5g2Z1DpEZavN9/p+KuJ7mVgaMTCsD55dXYhZeZSVYzew4HwIxpZGjPKcSsLb0idCQFgk/vFwAUnxyXx+l0g999roG+uRnZXDjVP3mNolChAWm1M2DKFJiwbINGQ8u/2S8W3CcO/YhKHzfyCw4xxun1WOxnUd0Yae4zvSp+rQEgHJILzG80/P4OAfp1g1cQsLzsxA10CbkZ7TSpxKM7c2pf+07nh0cULPSJfMtExeP3zH9rkxpH1Nx8PfCd+e7sSsPMKKMX+WeN+/RvSj/a8tiBy4DFNLY1r95It1bSs+vUrg7I6L/BW+p9jO+sQNw3Bq48C4ZkE8vfmi1Oe2cbP6tB7gR5OWjcjPz+fVvTfErDjKsQ1nSv0Me3VzYezaIayasIF9y44oXaatp0XTVvYKIHl2ZjZPb75A10CHCrbmjPaeViwiokpyntCDS4+Z2X0u2npaOLVtjF+AB41865GenFGMyyNnsUQNXKYE9y1Ni+JmY1rRWPhcudQk+Usq92IfsnP+fu7GFmc2yc2Ti/uvEvXTshKfJ3NrM9w6NsWvjyd2zjVJT8ng3dMPRA5YWiZgWCwWsyhuFjr62ozymqZkFleqWRG3jo749fbAxq4yX94ncvXYLeJirjJ+/dByt4sB/BjcE/8R7QhsP5vUpDQ8/IUIVIUqFiS8+UzcgWtsj9qnMGalUgkrbkaSnZnDWL8ZZYLkRSIR7Qe35NfwvqQmpaNnrMvHl/HE7r5UKu9nyMKfaN7XS2miT+n5kfN+ugggXz1jXUQi0NTWpLvlwHKZ601b2TNt+xglA1CmIaWRTz08u7rg7u+EVCbl7eP3HN98lpjlRxmz5jeatGjESI+p5ZrKlMPkH197zoHVx/Dq5opL+yYUFBTw6v4bldEqeSRu7i/LOfnX+VKPr2OgQ9NWjZi0cThiiZi0r+k8vfGi1LghfIvOXjl8kzk/LC5mABqY6uPczgGfnu40adGQgoIC0tMy/0tNHRGGhvrk5RWQnKw2ddRS658mtbGj1j9acXGxTJs2GWdnJyIjI9HW1lZq2AL1l+J/WjKZFH19XdLSMsjKUt51La1hy7iCIYsuzOLJzRcEl8LgKar2v7VkUEQ/Ns6MRs9IF59e7hiZG/D+2SdO/nWOXQsOFDtO5MkZVK5lxTi/GaUu8MRiMXYuNekyqj2OrRoBIt49fs/h9afYt/xIqXwUeWxJ1Y9jiVRCQy87vHu44dnVBbFEzOsHbzG1MqaggHJNA4EQdZpzfDqxuy8z99flSKQSGjdrgG8vd1w7NCUvN49nt19xYNUxxY/sYYt+pnl/b6Z1Ci9z11ZLR5Nl1+eQnZHD+ObBxRZB2npaTIseQ43GVZnhH8Hd2IfUalKNiOPT+WvO7nLVy+sb69F6gC8/hvQCRKQkphK7+xIbZ0aXyjERTLOhrJ64ib1LD5V6H3VdazFhw3CMLQzJSMtkYL1RpKhoFfpe8qjLmycfmNoxnOzMHJZemk3lWhV5ef8dFatZkJOVw9unH6lStzKfXn8m4uflJMUnM2HdYKxrVUTfWI9Z/RZxMab45JVIJGJR7EwS3n8hqNu8Us+lWkNbwg9NRiwW8fldIqO8ppGSWLa5WNe1FqExE4ndc5m5v65UisXUalKNoN3jSPyYxGjPacU+JzP3TsTOpRYTWgQrGTQmlkZ4dHGm1QBfqtSzJuHtF+L2X2Vb5D7G/zEE6zqVGO01TSVc+HtZWJux5EoYt8/cZ8e8GDy6OOPd/dtUyKmtxUHnQrVzPyIGLC41TgbCZ62+Rx1mH5yCWCImOzNHAONuPMPepYdL/Axb17Zi/vkQLuy5wtxflhczT2Qa0mJcnrTkdCrYmBPYMUzlpMX3kk+eFIUeyyNQPj3dcW7noADuHlh1nBObz1LDvgoRJ2b8z8yTmb3oMqIt66b+RSOfejRp3lARgdq77DCxey4rXV+qIWXF9Qiys3IY61u6eWJoZoBT28YETPLHrJJp4VTIPZWV599ryMKfaNHPm/EtgotFWk0rGitPYH1O4d7Fh9R1rc2H55+Y1CqkXN8PDi0aMmPHONYFbmHXwgNYVhEg1KXxfsb/MQTndk0Y7T2Nl/felHEPgnmy/vEi3j5+j6aOJpVrWSnMru/jhnK5+zsx8c9hZfKEqjeqgltnR3x6umNV3ZLsrGziYq6xesLGEmOmcskh0XfO3Sc0YL5iE0UkElHbsTrunYW4oSJatecyCW+/MDCsD+H9F3GuFFB9UYUdmYp1rYqM9JxGxaoWCrNL11BHmOyKVp7sknOOLuy7otT8pUqa2hpEnQ7Cxq4Saf+FpRhFTZ2vX9NR/35VS61/ntTGjlr/SBUUFBAdvZXFi+cRENCPX3/9HYlEVAheFrg88H9To65W+aWpqYGurjbJyWnk5pbe4CQWi5DJZORn56Glo4WmtgZJ8cn8ZDeiXAvvwfN+pPVPfgR3i+RqYTU4CDvKHv5ONOvjhVUNSxLefObCvivsWXKY2Ycmk5OZy/jmQeVqj3Fo0ZDp28eyb/lhjm86i4e/M369PTCvbMrHV/Gc3RFHdNQ+pQmekqaBSlJjv/oE751YyBkQ8e7pB2FBq8KUkksepdo2Z0+xqBN8M6W8urvi3d0VHQMdCgoK0NHX5q/w3dw8dZcv7xN59eCtysWtMK0QzrPCiuaSWoZEIhG9J/vTa2IX0r6mYWplwqWD15naIaxcHCUjC0OWXA7j89svhPdfpIiA1XWtxafXCRxdf5rouTFKsQy5mVfeSImhmQHLrs3h89svmFmboqEpI+7ANdZO2aIU0fr+8S+7Ood7Fx4REiAAeeefDaZaQ1tunLxLUI/5iCViPPwdsa1TiYdXn3Fx/3XF7R386hG0YzSvH75jsOPkEs/NsqoFK66GMefnZcTuKbnRRiwWs+zqbCpYm5GTlUNY/8Ul1jLL1byvJ8OXDGRDcDTbo/apvI6ekS5TtoygVpNqhPVbyOVDN9DQ0mDxpdloaMoY1yyI+BKeIwAjcwNcOzalxQ8+1GpSndzsXG6evsu6wL94cad0yK68Av3U1vPFmCeVa1nh3tkR3wAPrGtbkfAukSuHrpOTnUfbgc2Y0SWCa8dulXJ0QVKphKWF1c5jfWdgbGmEh78Tfr09sLAxJ/51AhdjrrI9cq/CSKztWIPwI1PZv/IoqyZsLPM+RCIR07aPoUmLhiQlpGBcwbDManJ5NXt6SibjmwepNE/EYjF2rrXw6uaCVzdXzCqZkJ2ZzZvH7xnpHliuqM/wpb/g28tdidsjN5a9urvi4e8sAHcfCVMhxzacYcmlMOLffmZy69BymSfyyZP107fy+uE7vLu74tqxKSJEvHzwhiNFINRyjV8/FOd2TRhTRpwIhHioZ1dnhi8ZiFRDSnpKJs9vv1SYXSVJHolbOnIdh9aeKHa5gvfT0x2H5g3ITBMeq5GFIT/UHMa7p6UzYkDexBelaNjKy83D0MwA53YO+Aa4C3HDwir1PUsOc+XwDfx6ezJqxa//o0jcrINTqFrfmr/CduPZzQU752+TXbsXHuT2OeXvGflEzNUjN5nzg2pItFyWVSxwbu/ArxH9yc/LJy83j4v7rhA9b7+itaokRZ0OwrySKSPcA4tN11auZYVbJyGyZV2nMl8+JHL/4kOc2jbh5JZzJcZ45dLS1WLOsWlUql3xv35SR23qqKXWP1dqY0etf5xyc3OZPz+CmJg9TJgQSJs27VVcq6CIySNVqlHPyspWmzz/BunoaKOpKePr19RyLeqLSiQSoaWlQW5mLtq6WoqGrdjdl1RObsw6OIWaDlUZ1yy41AWkiaURbp0c6Ty0DeY2ZlBQQOzeK2wO3VFmHENuICwb9QcHVh9XuszCxgz3zk407+dFlXo2fHmfyJXDN6jSwAar6hUY61v6NJBcFatXYOH5UO7GPiS01zwsbMzw6OJMsz6eVKpZkfg3n7mw94rSwlOIUgUw/7cVZUapQNiB/+PhQnJzhN3/yjWt0DfWRUtXMNMSPyVxeN0pNgRtJz8/XzEJdG5HHPN/W1mu19Krmwvj1g3lbuwDbOtWRs9IlweXnjB34PISG2rqONdk1oHJxO2/RtTPy5Qqbg1M9fEL8KDdoBZUrFaBhDefuR/3GGNLQ5o0b8TRDadJS0pHS1eD53des3fxIZXwdOvaVsw/F8KVI8LIf35ePk1bNaLzsLbY+9bj8/tE4g5cJzpyr2JKysauEvPOhhC753Lh4y8gaOdYHJo35OGVZ0xqF0ZuTsmg9uqNbIg8GsjuxYfwH9aGyF9WcHZHyUDYFv28GDy3PwMbjSNRxXtdKhWz9PJsoaLYL4jmfT35JbwvV4/eIqTnPJUxrh+Ce9B3SlcuH77B8jF/lsiDkavj7634Jaw3T248p1KNiry894ZpncLLZR7oGOiw4kYEX94nsnPBAXwD3GnSohEZKRk8vPyEXQuKT2/Im5nKU4FuZGGIczsHRq/6jfzcfDLSMrl+/DY75sVw78KjEm+nrafFyptRfPmQyMRWIcUei1klE0U1ea0m1UmK/8qbx+9o5FWP1ZM2EV2CGfa9xq77HbeOjoz1ncGzWy8V1eTN+3hRpYENXz4kcb1weuP1w3foGemy4mYk755+ILBd2dXsUMg82TSCE5vOYudSk0o1K5LwLpGrh2+wdc4elRN+gX+Nwt6vPqO9pvHqQcmvf7WGtrj7O9HyRx8MTQ0AOLTuBFvDd5cKoQbw7u7GmLWDWTJsDYf/OKX4f3nluRxCbVRodp3fHUd1+6rUdKjGKM+p5TJPitaThwbMp1bT6ngWVp7rGekWAncvsHP+fsVr3LyfNyOWDiy3eSKRSlh1Zy76xnpQUICGloy3Tz5wcss59iw5rJL3Y1bZlGVXw7l69BZz+i9W+XdSpimjsV99RZW6vokeOVk5nN0ZR8SAJaVOfcoVdSqICrbmjHCbomibVMCtu7vi3K4J+Xn5vLj3msPrTnL7zH0WXZzF+V2XmDdoRbkg0UVb4sRSiRBjbNmIrPRsoclt1bFi0cKFsaEYmOoXcr5K3yQxMNWn/W8t6DXBH6lMQtrXdB5fe8a+ZUdUNhBq62kReTIIy+oWalNHLbXU+q+W2thR6x+l5ORkpk6dyNOnjwgNjaRRI/ty3U4mEysmef63NepqlV/6+rqIxSKSk9PK9UOyLH3fsHV801nO7rhI/JsvLLkchlgiZnyzIJW16t+rgYcdM/cJjVx3LzykWW9PGvnWJy0pjbsXH7IjKqYYy2JQVH/aDWxOcPcorhy5WerxDUz18eruym9R/ZFqSElOSOHGyTtsi9xX6o5nI596BO0ez8HVx1k5bkOx583EUmjuat7PW7HwzMzIwqZWJcb6zSgzSgXComjplXA+PP/IlHaziy1udQx0cGnvQJ/AbphWNOLLx69Y17IiJyeXd08+8OH5J5aMWFtqzbxz+yZM2TySFWPXs3/lMUCAw/aa2BnPri7cu/CQuQOXKy0+2/zkx+D5A9gUEs3WOXtKfQzmlU1p2tqekct+JTszm6RPyaR9TSf+zWeyMrKo1tAWMysTdi85xNrJmxW3k7/u+1cdY9X44sBUPSNdhYlW17UWqUnpfHn/hRqNq3F0wxnmD16FvW89BkX2w9LWnJf33zKmWUipC/HKtSqy8MwMts+NYfPs3bT6wZtfw/sQUGVoqU0049b8RiOfugyoN0ZpsSeVill+LZy0pDTGNQtWNKpZVbdk0qbhVKpZkUNrT7IhOJqM1EwqVrVgwbmZaOtrkRSfTNKnr1Stb8PbwjjZp9clT9+06CdUt4vFYp7ffsXWObvLbCiysDZj8eUw7l94SEjPeeQUnrs8quTT0w23To4AvLz3hkNrT5CVkcWYVYNZXkYzU1FN3zmW+u52TG4Tirm1qVJU6dntV+xfcURp4WlkYcjy6xE8uf6coK6RZcLUdfS1GbJwAF7d3QDITMssMapUVCExk6jpUI3RXlNVtgDpGwuwaN9e7jTyrUdWRjba+tq8f/KBQfbjlMzMktTyBx+GLf5ZKdZpZG6Ac/smNOvtST332qR8SeNe3EN2zTvA7XP3mX14ClXq2TDKY2q5QLZmlU1ZdkWIZ944eQe/Pp7UblqDrwnJ3D57jx1zY4rBptv+0pzBc38oV5OVPAL1y5x+iIDkzylcOXKD7VExpRrzFWzNWXI5jEsHrxM5YGkx8+TbVIgn1nWs+Pw+kc9vv1DXrQ7TO4dzsRyROIB5Z2diamXCSPcpfPmQRJX6Nrh3dsQvwEPg/bz9zOWDN9geuZdPrxMUnKNzu+KYP2hlub7z5GyzQ2tP4tjGXgG3lrdLqdrAWHhhFgYmeoz0CCxxwlQsFlPbqQYeXZxpO9APsUSCRComem5MiRNjRdV9bAf6TevBtE7hSiB7iVRCPXehyc2zqws6+lq8e/qRM9sv4NnVGZmmBqM8p5YLdG5jV4kF50M5uOY466ZsoaF3XTy7uQoV7RpS3j75VtEu1ZAy93QQVjUs0dTWLGxHFaaw/xt+u30zdfL5+jUDtamjllr/bKmNHbX+UQoOnsqjRw8JD59LpUqV/1fHkEoFk0dTU4pEUnaNulrll0gkwsBAj7y8fFJTy2Z+/G8kk0khHzRkMkRiEVo6mozxmc6tM/fKvK1853btFIGxoDimpgyH5g3wC/DApUNTcrNyeXLzOXuXHqbNT37Uca7J+ObBZUJGQVgULbk0m+e3XxHWdyH1Pe3wDfDAqbU9menZPL76jF0L9ytFZ1oN8GXowp9YNaHk5pyi0jHQYdXtKHQNdIQ4QnI6Dy49Yce8mBINHtu61sw9E8TlQzeI+HGJEl9FlQZF9af9ry05seUsbx+/JyUxjQaednh1dWHP0sMqzRE5aHPB4FUc23im2OWValjy48xeuHZ0JPFjEo+vP8OkghG1mtYgqKvQMFUehR+dSpW61oz2nqZyAd3A045JG4eTmZ7FaO/pNPKux5i1g1k7eQu7Fx1QcURlaWhpMCA0gPaDWvDpVQIWNmZoaMlITUxDS0+Ld08+MsovWKnt6nuZW5uyLC6Eg2tOsnryFsX/R52YRlZGNpPbhZV4W5mGlNkHJmFhbcoQ1ymkJqUj1ZCy8lo4SZ++MqFFsEpDya2TI30Du1G1oQ05WbnINKWkJqYR2DGch5cFbom+iR6/hPfBp7srC4et5diG4q9Tj3Ed6De1G8vHrOf68Tu0H9SCFj/4IJVKeHLjOdFR+4j7rqGthkM1Io5N49TW8yz8veT6aDnTw6OrCz3HdSI9OZ28vAJ2zNunNGVRkuadnYmFtSkjPacRX4QrIhaLqev2Laqkoy9UiF86dJ12vzYnbv81lWaAKvkPb8tPoQHM7ruQuP3XvkWVurgg05Dy5vE7jm04Q8yKowrjbcH5EEwsjRnpObXManYQ6tkXXpzFi9uvqFzLCpEIXj14y2EVUSW5uo5qzw9BPUtsyAOBQ+LQvCE+Pd1w6dAUmYYUkVjE6gkb2TF/v8rbFJXAEwrlbPQFFgxepXgd5S1QAoRaaIF6euslB1Ycw8LWjP7TuxPULUoBji5Li+Nmo2ekS2CHMGo2qYZvYeV5emomT649Z89SZZC8jV0l5p8L4eTmcywatqbM4xuaGTBly0jqutZCJBKR+jWdh5efsHvxQa4dLTm2t/RKOJo6qhu2QDDYXToIkSI7l5pkpWeja6TD1SM3mdx2Vrkee8AkfwImdSGww2xFS5wCbt3bQ9FuKDfRnlx/wdIr4UhkEkZ7TSuXeVKlvg3zzgRz9M9TfHyRgF9vD6o0sCHp41dunLrD9sh9xUy0PoFd6TmuE5PbzeLOuQclHFmQTZ1KuPk70m9qd0QiEYmfvnL50I0SOUJyyRsS9yw9xLopW4pdXrWBjYL3Y1u3MqlJaeRTQHZuDiIRyGQyNDSEf/n5+YW/3XLIyyv9++zvKLWpo5Zaan0vtbGj1j9KiYlf0NbWQUtL619yPHmNuqamDKlUUlijLuwGqfphrVbJkjdfZWVlk57+7wEbymRSxIgQi8TkZOWW2rAlQEPbMbvPApXj3nLJG078envQvJ83eTm5fHr9mT2LD3JozYlS3xe1HWsQdjiQ09svsHDwKqVFpEQqoaF3XXx7uuPu74RYIubl/TekfE7F3rceIb3mlcvYkGpIWXIpDA0tGWN9Z5D8OUWo8+3pjlsnRwryCwrH5b8xJxxb2xO4dTQ7Fxxg/bS/yryPgEn+BEzuQkjP4gvImg7VCN0/mU+v4hnrO0PB3Wg/qAWDIn8gvP/CMkGb+sZ6uHZsyojlv5CXk49UJuFrQgrndsWxavzGEqdZpBpSYYEjlTDWd0aJLWkgxBNGrhyEeydHJDIps/ss4OyO0uG6csnjbZEDlymAvF1HtSdgYic0tTUZ5j6Nl4VxJg0tDX4O6UFDLztePXjHygmbyMvLZ+XVMM5EX2TR8HVKx7awMWMw15jcAAAgAElEQVTVjTmE/7iE2L0lTxDINGVM3jCURj51+WP6NrqObEv8689Mah1a6rSP/LHPOzcTfWM9RnlNV8nF8fB3YvwfQ9i/6hgrilQ+T98xBnvfekzvNKeYWWrnXJPm/bzx7eVOAQU8u/mSfcsOk5WRzZQto9gStrNckGwo/DwOb8vcX5djYW2GX2+h1vjzOyHG+H2k6Hs+TllxDxu7yvSc0Amvri6IJRLi3yQQt/8a2yL2lBop+nFmL/yHty0RKF69URXc/Z3w7eWOubUZ8a8TMDTTJzUpnSFOE8vFA6vVpBpzjk1XTI+JRCJqNqmGZ1dnfHoIUaUPzz9xbmccO+bFkJqUxoDQADoPbUNg+9nlYnVJpRKWXY+goKCAq0duCtXkRaJKuxYeLNZgJj+vmBVHWD1xU4nHlv+N9OzmQqchrUlPziAjLZOd8/ezZ/GhUt+f8vPKy81jrO8MJR6ZVCalkY8wveFR2AL15vE7bpy4Q4ffWrFn6UHWTi5uBqiS/Pma3CaUR1ef0divPt6FleciiptoivPKyWOM7/QyG7YA6nvYMfvgZB5deUZ1+yrk5eXx8u5rDq09WWKTm/y8JrUOKTE6qKOvTdNWjfDp6Y5j68aIxCIkMgkLf1vJQRV8oO9Vw6EakSems2vBftZP36b4fz0jXZzaChyhxs0aKCbR9q04Qq2m1ek8tA0TW87kftzjMu9DKpWw/GYk2RnZBHePokHhBkZDr0KO0NWn7F1ySGkDQ35eO+buKzNyqW+sx9oHC9DQkZFeAihZKhWmsDU1ZYBIwVTMKcfk239aalNHLbXUUiW1saOWWv8iyWvUNTWlyGRS8vLyC0d+s8kphaGhVunNV/8uldawNfHPYdj71Wdiq5nFIgSqZGRhyLKr4bx/9olVEzbi3M4BvwAPjCsY8uFFPKe3xbJjXozSdIF3dzfGrBnMxpnRbIsoPU4kX8hFnpiBTFNKbnYeb5+8FxgOiw+VCCmVg38/vvjElHazSU9RnhgpCkn26uaKrqEOmWmZGFcw4sK+KxxZf0rRpKSqOhkK22n6ezO5TWiJCw99Ez2m/DWK2k2rc3zTGdK+ZuA/oi1BXSKUwNUlqYKtOfPPhfDpVTyBHcLIzsjGuZ0DPcZ3xqa2FddO3Gbp8HVKTS8GJnosux7Bp5fxTG47q1y8l8HzfqT1AD/SvgoTLyc2n+XPoO3FFrTFbvOTH9P9I7h5+h72vvWYtGEY+sZ6fP6QxMeX8dRuWp2PLxNIT0nHurYVbx594HT0Rex96lHPtSY5OblCde+AZSrvo90vfgyY2Yu+1YaSmV7656XlD94MmdefggIY5jKpTD4OCNMQOgY6jPKaxtcE1RXoIOyezzkSyKOrz5jddyELY0MAmNgqpNQmNpFIRF232vj0cKXzsLakfU0nPz+fxcPWlgqwlWv06sF4dnFmQotgpc+jPFLk19uT+u61SfmSyt3Yh8SsOMboVYP4/C6RSa2L83FUyaFFQ2ZEj2VT6A6ObTgjRJX6eFLHqSbJCcncPnef6Kh9Svc/cuWveHdzU4ILlyYbu8osuRxGRkoGuka6JH36yo2TqqchFOfVrAEzdo5j06ydbA3frfI6llUtcOvkSLPenlSpb0NursAaCw2YXy5GjJaOJitvRZH4MUmJJ/Q9hPrz+0SuHr7Jtoi9VKhiTtDu8Wwu5by+1/AlA/EN8CBiwBKq1LPGr7eHwMB6+4VLB64rokpyaWhpsOp2lNAU12KmIkpYkqrbV6Hf1G40aWWPWCzi06sELuy7QnTUvlJb8uQNW+OaBRV7HeV/e+W8H2NLI+JfJ2BS0ZiPL+IZ4R5Y5nmBEO0M2T+JLbN38VfYLsRiMXWchQiUdw83DEz0+PD8E2d3xrFz/n5Sk9IYPO9HWv3oq/K8VEmqIWX1nbmkfEnlftxjvLq6oGOgzftnnzi9LbZYQxwIzXezDwayeXbpr6NUJqWBlx2eXZ1p92sLMlIySU1KY8/igyVyhIqe16rbUaR8SWN882Cl50umKcPetx6e3Vxw7+SERCrhzaN33Dp1l/aDW7EpdEeZ7y8DU33mnw/B0EKf7DJKF+SSSMSKSR6JREpOTk6h0ZPzL4mD/yulNnXUUkutkqQ2dtRS6/9AYjEK+LJMJqWgoEBdo16C5M1XKSlpf5udMrFYjEwmJT87Hx19bWQaUtYFbmHPkkNl7sRWa2hLxIkZXD54jYgBS5UiSxWrVVBAkq1rW5Hw9gsXY66SlZ5F5+FtiRywpMzKZfn5LYgNwbiCEWN9BXPH3V/gu1SsVoH4Nwlc2HuFbRF7Sfr0FSiMUp0OUoB/y4pSAUzaOBzXjo5cP3Ebq+qWaOlqQoHQACPVkHI/7hFzflismGAI3DoKe9/6jPWdUWY7DQiTQCExk8jNySM7I5vH156xZ8khzpcysePaoSkTNgzj+KazLBm+tthkVa2m1ek9uQuOre35/C6Rm6fu8PTmSwaG9yHpYzLXjt3CwtaM1MQ0ts3ZU6JRN23HGBp61mWsXxCv7r/Bw9+J7mM6UrWhLZ9eJQiA1e+YE8F7JlDXtTbjWgTz5tF7Jv05FMfW9uTl5ZPyJY0R3jNI+pSMubUpzq3tMTLX5/LR24qYk5aOBn8+mo+mlga/NZ3Iu1JYRGEHJ6FjoM1w92klXkdLR4NVtyJ4++g97599xK+PJ/uWHVEZgwPhfbX0ajhGFoasn7Gdx9ee8eTa8xKPD0JjTtTJGZhUNOLBpSdM6xBWrvYjgIHhfen4W0sWD1+LTd3KNO/rhZaOJi/vvebA6uMcXX+62NRCyL6J1GpandHe03nzqGSguBwI2/aX5jT0siM/r4Cnt16yb+mhYuDW7+Ub4MHolYNYMnwth9adVLpMW0+Lpq3sCyNF9mRnZvP05gt0DHSwtDVntPe0coHODc0MWHEjgqeFTXEaWjKhVamXOw7NG5KhIlIkQMWHqASwl6SZ+yZi51yTh1ee0si7LunJhRDqRaojRQYmeqy4GcmLuwLwuiSekNxE8+0lwK3TktPJSs8ipNc8bp8peyJo0qbhNG1pzyivaby6/60G3MTSSGGi2TkL1eR3Yx9yYPUJxq4ZzOsHbwnsEFYm5wjAua0DU/4axeqJG7mw9wouHQTTr1aT6nyN/8rtc/eL8X7GrRuCS/smjPGZXq6/YVXqWbPoomCS6xnrKqJKRSvPv5e8Nn3t5M3sXnxQ5XUq1bDEtaMjfr09sK1rTW52Dtr62gR3j+TczrKrw7V0NFl1Zy4fX8Yzuc0shdFiXdsK985O+AZ4ULlWRcGcO3qLbRF7sLA2Y+aeCfwxbSs7F5Qdu4Nv5tycHxZTrZEtvr3cv5lzh24ogeThmzn35UMSE1vOLBP2XaNxVeHveZvGgjn3OoG4mGtEz4tR2UJoZG7AgthQ9Ez1/tegZJFIpDB5vm3SCb/f/tNxe7Wpo5ZaapUmtbGjllr/xxKJCgrHfSXqGvXvpKOjhaamBsnJqf/xH0wlSfiRJ5g82rpaPL72nGMbz3Bhz+VisGV5bXh523lcOzZl5LJfycvNIzMtiwsxV9g2Zy8v75W8oNAx0GH59TmkfE5lYquQYrwEUysToTK6nxc1Glcj8WMSL++/obFvfbZF7uWPqWVHqUAwNhp51WN882Ce3nxR7HIbu8r8MKMHTm0duHvhIaZWxhiaGjDMZVKp0xpFNXHDMJzaODCl/Wx09LWEaYsAD0QiEVeP3mTd1L+UQMs/zeqN/7A2LBq6hiPrT5V6bH1jPdw6O9JtTAcsbc3JzsohNTGNl/fe8PLuayxszHDr5MSzWy+UphLEYjHzzgZjamXCaO9pfHqVoHRcUysTPLs607yvF9Ua2vI1IYU3j95RrZEtBib6bIvcS/VGttRxrsmrB2/R0tVES0eLkT5BJH0qOf4jlYpZfSuCd08+8O7pB9w6OdKv+jCVLVUgTD2tuRXBqeiLLB25vtjl2nparLoZwct7r5nWMZzcnFzqudVm4obhyLRkbJm1kz1LDimur2eky9b3K8nJykUilZD4MQlDUwPy8/M5E32ReYNWqjyPriPb8mNwT64du41Di4a8uPOK9dO3lclKmRo9BnvveoxvEczTGy8U/1/dvgo+Pd3w6+2JvrEe75994NTWWPYsOkjY0WkYWRgyqpwcGnmL2cWYqxxaewLPri54dXdFW09LmHDbXLylSM7HCeu3iPO7S19AS6QS6nvUYfbBKYglYrIysnnzSODn7Ft+pMSWoopVK7AobpZSu1pRFY0UeXZxRiKVkJKYimUVC0ID5nNq6/kyHzsILCmbOpUY6TGVjy/jFdMQ3j0ECLUIePngLUf+OMWhNScwsTJm2ZVwbp2+x6w+C8pl/gow5oFsnrUDm7qVcW3fVKlVqSRzroZDNUZ6BPLheckwZi0dTZq0bETbX5pR38OOgoICnt16Sczyo2VOdil4Xb+vKsaBKhpVKmrO6RpoY2FjwSjPQJXsre9lYKLHyltRPLn+nBldItHU0cCpTWN8AzyUokpFodlunRyZuGE4S0cUNw1LUtCucdRzr8PDS09o5FOP9NRMHl99yt4lh4uxqkD4jlh9Z67QRtcxTAEh/15G5kKVuk8vD5q2FMy57MwcwvotLJUjJNfo1YNx7+zEKM+pxc25dg74BnhQz602KYlp3I97xIGVxxi+9Bc+PP/E5LazymXO2fvWJ3jPBNZO3sy5XXG4FE7k1XasQfLnZO7GPmTXggPcjX2IcQUjFl4IRcdIu9yTOuWRTCZVGD2AYpLn370RpTZ11FJLrbKkNnbUUuvfqqI16jJEIsjJyS3k8vyzatT19HSQSCQkJ6f+7UadS9P3DVvHNp7h3M44XDo05cfgXiwYvFIl+FeV5p4OomJ1S6Z1DKdSTUv8ensKANCUDO5ffEz0vH1Ku98Vq1dgYWwo92IfEtJrfpk/jHUNdRi7ZjBNWzdGLBKRWkpzl1xisZiFF0IxNDdgjM/0YsbG96rW0JaoU0HINKRINYTptOTPqVw5coNFv68ucXoj/OhUbO2sGeU1lffPvpk3IpEIh+YN6Ph7a5q2akRGahYZqRkYmhmgoS3j+MazzBu0olzVvr4BHoxaMajEnXEjcwMmbhxBTYeqTGodwou7b1h+PYLszGzGNQsqk3eiY6CDh78TwxYPJCk+mezMbLIysrl/4REn/jrPoMh+GJjoM8o3uNRIk1gsZuW12XxNSGFCqxDycnJZGBtKUnwygR3nlHi7KvWtmX96BjvmH2DDzB1K57XqRjjPbr1khn+EUluSRCqh9U++9J7SFT0jXVK+pCKWiDEw1efTqwRWjNvAlcM3FYv6hl52jFz+KxKZhN8aj1eKbgTvGUcDDzuCukZy4+QdKtia02VkO1r+4ENuTi43TtzhzxnblCZYpFIJC2JDMTDTL/P9VbmWFR7+TrTo742FrTkFefmc3n6B9TO2qdytL6o6zjUJOxTI/pVHWTVho9JltnUr497ZCb/enlhWFVqKLu67ikgiovUAvxL5ON9LKpWwpJDZNMZnOiYVjfDo4oxvgAcW1mZC9GfvZbZH7VNMzsk/L8c2nGHJiLVl3gfAmDW/4dPDncSPXzGxNOLjq3jO77rEjnn7VbKC5J9hPSNdRnlNU8mSUlSIdxEiRRVszMnJziE9JZOf7UaU2X4E4D+iLQNCAggtwveSR4rc/Z3x6eGGvqkQKTqz/QI7FxwgdP8kzCqZMNKjfOZc0SarA6uOCeZcN1d0DbR5//wjp7ddKBYpUjRs9V9UJq9LLBFT36MOYYenIhaLyM7K4e2j95zaer7UWKuJpRHLb0Ry6/RdZvVeoNKca+BZR4Bm+zsj05KR8jkFy6oViBiwpExjWq4Zu8Zh51yLEe5T+PD8k9AQ51MPr26uuHV2FDhCj95xbKMA49bR02LlrSgeXnlKcLeocplz7v5OTPxzGFvD91CxeoVCjpCI1w/fcuTP0xxafbwYG27SpuE0ad6IER6BpcKO5TDu5v29cWxlT0F+Pi/uveHwupMlQr7latrKnmnbx7BiXPHGOy1dLZq0aIh3Dzec2zZGIpOSkZqJWCb6l5o630sikRSJbMkbUv/vI1tqU0cttdQqj9TGjlpq/Qclr1HX1JQhEonIzc1VwJf/G6o4VUlovtIlP7+AlJT/m+arf5dkMimiAqFpQ1tXi7uxD1kyfG2Z/AMtHU2WXZtDdmYOE1oEK1XPyjSkNG7WQAEzzsvL49mtV9w4eZvuYzpyeO1Jlo9ZX64fkb/M6UeHQS0I7h7FzdP3vjV3tW9CbnYeT2+9IGb5EUX8Sz4NlPw5lYktZyqBSVVJQ0uDlbciSU1MY3yLmaQnp6Ojr01dt9r0CexK1frW/DFtK7sXfTNV5IthqYa0TICxVCbFqW1jJm0czqsHb4nbfw2vbi6YVTZl79LDSnXk36vnhE70CezGnHIs7npP6ULARH/ycvN4fO05U8sZJxJid9O5cuQWkT8tJbeQpSUWi1l6eTZiiYSxLUJISRSeR3NrUywqm/Ds9mulhejiC8GIgNHe32DS5tamrLoZyeIRf3BsY8nTCXWcajArZgL3Lj5mRre5aGhpsPrmnMIpgohSF3aVa1lhY1eJ0at+I/7NF0Z7T1fJn5Fpypi+fTTVGtnyc73RaOposDA2hKz0bCa3CS0GVxZLxDQpjEE5tm5MapKwY39ozQmGLR7Ilw9JTG4TWub7C4RJohU3I3n/9CPHN5+lWW9P7Fxqkvw5lTvn7hM9N4aHl58o3ca5rQNTtozkz6BtRM+NKfX4phWNcenQhOFLfiEvN4+M1EwuH7pOdNQ+nhSZJPpeWjqarLgVxddPX5nYKqQYr8q8sikuHZrQvK8wOZcU/5WXd19h79uAzbN2snFm6RN9cg2K6k+bn5sxqXUo9y8+ooKtOa4dm9KsjyfVGtqS+PEr10/cYXvkHl7df4tUQ8qK6xFkZ+Uwzi+oXM9xrSbViDwZxMWYK1SqaUWV+tZ8+ZDE9WO32B65V2W0rN/07nQf3YHAjmGKZiZVqlTDErdOTjTr60nlWhXJy83n4r4r/DF9q9I0niqV1mRlU6cSbp2EqFKlmhVJePeFq4dvkpKUhv+wtgR3L3/D1vxzIZhYGjHSIxB9Ez3cOjnh19sDq+qqeT8VbM1ZeiWcC/uuEPXzsvL9LQ7vS8chrUl48xlzazMS3nwm7sA1tkftK9GknH14CjZ1KjPSPVAlwByECTf3zk6KCFRuTi5isZh+NYby+W3Zxpl8silq4DJFRFHOEXLv7IhPT3dMKxrzsdCkjJ4bw7ClA2ngXofhblNKnbiSS89Il9V35vL42nM2z9qJe2dHvLu7YVTBkI8v44ndXdykdG7fhCmbR5ZrssnCxoxNL5aRmpJOZlb5YqD/CilHtmTk5eWSlZVT+PvtXzeBrDZ11FJLrfJKbeyopdbfREKNugRNTRkSiaRwJyi7MNf93/HxEYvFGBrqkZWVQ3p6yVXP/y9KKpUgEYkRIyYnu+SGrQq25iy6OIsn118Q1DWiVMaAWCzGzrUWwxb9jHVtK/Ly8nn94C1H1p9i/4qjpe52ztglTFN8H3WRH7eee228urvi3d0VTR1NPr/7QsXqlrx9/J5xfjNI/Pi11MdrYKLH8huRvH74jqkdwlTCMj38nRix/Fcy07LYGr6bczviWHw5jPg3n5nSdlaxxfD3cm7rwKTNIzi55RyLh61VmBQOzRsyauUgpDIJS0as49zOOKXbjVj2K74B7kxpN5u750uv3QVhEmrxxdmIJWJyc3I58scpNgRtL9Xccfd3YsL6YUTPjWHDzGhqNamG/4i21HevjaGZATINKbnZuaQkppGRmomesS66BjpkpGWioSlj15LDrJ8RTeSxQAzN9BjuFlis/tyrmwujlv/Kj3ajSp34qWBrxoQ/hmBbtzIiEdw6c6/cu/VLr4YjkUgY5TW91NdDIpUQvHsc1e2roKmtQdz+a0QNXFbm1Jh8x95/ZDtqN61OQUEBcfuvsmLMn6UCbAEsrM1YcjmM2+fuE9prvuLxaOlq0bRVI3wDPHAsEqXZu/QwugY6DFv8MwuHrObon6fLfPwAQbvHY+dci8D2s7CsaoFvgBBNyUzL4umNF+xZckipCU/Ox3l26xXT/eeU+RzoGOjwy5y+NO/rhQjISM3ksYpK7u81/o8huLRvyhjf6Ty/XRymrGeki2ObxvgFeGDvV5/MtCy09bRIT06nf/Wh5TIn7X3rC9Dj0B1snSNA2/VN9HBuK0RpGvnUE1qKrjxl16IDXDt6SwHxndByZjFTTZWkGlJW3owiMy2TPYsP4tPLgwaedqQlpfEg7jG7Fh3kxsk7SreRN2yVVGtdVEYWhji3c2DUykHk5+aTlZHN9ZO32bXgQKm8H7FYzJLLYcg0ZYzymlpsQs+4ghEu7R3w6+NJXZdapHxJ5emtFzT0qsvhtadYPLzs2nQonGyaGUBwt0iuHLkpxGU7NME3wEOAcX9O4W7sA3bO368Azs87OxPTisaMcA8s1fyWy8LajBU3I7lz7gF6xrrUalKd5IRk7px/wI75+3mgoqmq1QBfhi78qczYoYWNGa4dhYr2Wk2qk5WRzd0LD1k/9a8yywQMzQxYeTOSuxceEtJzntJ3oWUVC1w6NKFZb0+q2Vch6eNXbp6+y9MbL/gxuCcLBq8qc/q1gq05C86HINWRkfN/OKlTHslkQsOWTCZT4ir+/2lIFUwdA/Ly8tSmjlpqqVWm1MaOWmr9DSWVigojW0KNem5unsLkKYm58XeXVCrFwOA/23z171JJDVvpKRnM2DmOk3+dZ/HQNeXa1fsxuCddRrZndp8FfHjxCc8uzvj18cTUyoSPL+I5E32B6LkxiqYmqVTCgguh6JsIUZf416VHqUDgZAxd/DPvn37E1MoYPSNdxBIx2RnZJH9O4fyey6wYvV7xA9Wssmm5WRya2hq0H9SCfjN6IBaLoaCAS4euc2LzOQV3QuXjntmLriPbsWjYGo78carY5VKZlE5DW9N3ajcy07K4dPA6JzafJWCSP3Vda7MlbCcyDRnxbz5z6q/zJTYh1WpSjfCj0ziy/hQrxv6JZ1cXeo7rhE3dykIrzY6L7F50UGk3OWCSP70nd2HxiHXY1qtMswBPtPW0uHfxEfVca3H3wmNCei9A10CbqvVtMLY05MPzeO7HPSY7M4f6HnWYvnUkWRnZ5OXmM8x1conGzZRNw6na0JaBDceV+FwB6Bvrsu7eXDS0ZKSnZLJ8zHpObjlX6m0Wx81GU0eTER5Ti5lKqtR7ij99JnclOzObEe5TytWwBd/YUzsXHOD+xUd0HtaGRt51+fgygWMbThM9N6aYMVitoS2RJ4M4tfUci4asKXEqQs658ermSofBLUlPziA7K5vNoTuJWXG0zMje/LMzMa1kwmivaUpTERKphIZedkKUposLMg0h8hK79zJdRrTj6tFbhPdfVCyCo0ptBjbj93k/EjVwGed2XqKhd128u7vi0cUZsUTM64fvOLL+lFLkJSRmEjUdqjLKcxrvnpbNezGvbMqa+/N5//Qj5pVNEYlFChP40JoTKheXcnNyxdj17F95TOVxZZoyGvvVx6u7K26dHNHR1yY/v4Doufv4I/CvMv+GaRdGg+JfJzCpdajCyJZpygonE91w7dCUgoICXhVGdD6+/MT0ncpmU1n6be4PtB7gx9SOYegZ6eLdwxWXIryfQ2tOKFWIS6USVtyKIis9i7F+QaU23YEwodV5eBv6TOkKQHZWDi/vvubA6hOc2HS2xOeh95Qu9JrQmcD2Ydw6U3yySUtXi6YthUiRU1sHcrNzkWpI0dHXppvFzyqjdt+rYvUKLI4L48z2WBYMXgV8g3x793DFqXVjsrNyeH77FQdWH+fklnN0/L0Vv4T3ZWbPeVxSwelRpfCjU6lc04p1gVtw7+xEk5aNFKbqwdXHi0HJ5XG1GyduE9Z3UanvFV1DHZzaNObnsD4YmRuSm53LwytPOLDyOKe3q4adW1a1YGFsKBItCdl/k+IFuaTSb5EtsVhchMtTfq6i2tRRSy21/qdSGztqqfU3l0QiUmrYysvLIysrh5yc/3dq1P+OzVf/LhVt2NIz1EEilTC77wLi9l8rs2Fr8uYRNG1lz6TWocV2xivYmisatmzrVibh3ReuHb2Nc7vGJLwVap3LOj58q1n/c8ZWpdiKWCzG0NyABl52BEz0x7KqBftXHOHYpnPMPR3Eme0XWDB4VbliCA4tGjJ9+1gOrDnGy7tvaNysAfa+9dHW0+L9s4+c2nqeg2tOKDgk4UemUqNxVSa3nVXmRIBMU4ZHF2da9POioU89ZDIpuTm5fH6XyOf3iRhbGGJS0ZizOy8S8eMSpds6trZn6rYxKit0LWzM8PB3xre3B9Ub2pKSmMbnd18wq2SCcQUjEj99RVtPi9cP3vLXnD28e/aROYcCuXT4BpEDV5S54A/eNRan1vbsX32chb+vLvF6WrqarL4VxbXjd5hbAsDYwESPlTfmcOf8A8L6LKDVT378PKs3KV9SWDd1q0qDZ97ZmVSsWoHYvZep7VgdIwtD8nLzOLL+NBuL8HrkmrFzLI286zLdfw7ObR3oNKQ19+Mes2LM+lIjS70mdqbPlK7Fdt+NzA3wDfCgzc9+WNWoSPzrBM7vvsT2yH1UqW9N8J4JRM/dx4ag7aU8i980KKo/bX9uzvzfVmBdpxJ+AR6YVTbl06t4zu++THTUPqVFslQqYdn1CCgoYIzvDJI/lzwRBULkpce4jrh2dEQsFvPxZTznd8URHbWvVB5Nzwmd6BvYjeDuUVw+VDwaVKNxVYHL08sdk4rGfHqZgK6hNohEDHGcWH4OzaUwrhwVYMwF+QXFKrk/vojn3K44RZNbm5/8+H3BACJ/XlauCnQQGrZqN63O0T9P49XdFSNzAz68iOfczjh2zIspFvuSTzY9ufGCoC4RJd2p7TEAACAASURBVEJ8RSIRdZxq4N7FmZ7jOpGekoFEImZb5F5F1XdpGrNmMO6dnBjtM12pJl5+XI+uLkq8n/O742jWx5vP774wqVVIuSab6rnVZtbBKfwVvoutYXuwc6mpgHHrGekKHKFogSMkN4kGzu5Nh99bM7HlTO6rmJj5XlKZlE0vl5KVno1MU4quoS7vn30Ujjt/v0pz2sauEgvOh3Jo3QlWjPlT5XHFEjH13Grj2dUFz64umFoZk52ZQ9yBq0QOWFqi6V1UqiaI5Hwi+XHlf89Pb4vl3M5LzDsTTNzBa0QOWFqu74nmfT0ZsexXIn5aSnJCCh5dnPHs6oKWribvnwrfE3uWHCIjNROr6pYsiA1BpCH+2/+mEItFaGhooKEhQyqVkpv7jctTktklN3Vyc/NITlabOmqppVb5pDZ21FLr/yGpqlEXMt3Z5OT8PWvUtbW10NL6ezdf/bskEokEkycnHx1dLZ5cf87RDWeI3X1JKZYiFouZfz4EUytjxvhML5NjYGhmQMchreg+piMyDSlJ8cncPHWHbRF7S6zcBegxrhP9pnUjohw1646t7Rmx7Bf0jPSQaUo5tO4kR/44Vabx4j+8LQNCA1g2ch0H15xQuqxSzYp4dnHGp5c7tnaVEUnE5GRmI5ZIyEzL5NS28ywaUnbcQVtPixU3I/kan8zEVsUNrRqNqzJp43C09LQY6zeD908/0ryfNyOWDixxIqiotHS1aOBZhxk7x/E1PoWzu+J4/fAd14/f5t3Tjzi1sWfyphHsWnyIP4PKZqeMWPoz7h0dmf/bSsb/MYQlI9ZxpJTYkHUdKxadD2VDyA52zD+gdJmRhQErroVz8+QdZvdZqFgoaOlq0XlYa7qO6oBYIuLto/e8vPea3Nx8fHu6ASJkmjIeXnnKxX1XeXn/DUbmBvSf0Z3khBQGN50oHEdHgyWXhJjahJYzFbDjSjUsCZjcBe8ebiQnpBC770qxauPJm0fg2LoxgR3CSo3EmVqZ4N7Zkf+PvfMMayrd/vadRm8CIooFFRURFRGlg4C9V+yO41hm7B2VooCC0uzdUWd07AXsvfeOvXfFhkjv5P0QE0EC4ZzzPzNn5s19XX5xJ092tpvIs7LW/fPp54GNU20yUjNJ/phCQIfwMnUFTVk3iiZt7JnkPaPI/S4fIfHp60FNO0uS3n3h+rHb7F56kMAt4/n05jPT2swq08a2YbN6hMT5sTVqF4d+O4FzRwdZMlpD2brXjt5iW/SuIuc7NLI/7Ya2YFrbsDKNBFayMmdFfDQ5WTlo6WjyuYR1C2NpW5W5p0JKlTGbW5rh3MmB5n09sKxflezMbPQMdVk0+ld2LT6o8rwAYk6FYFbFlLFuAXz66m4xr26Ga6emePd1x7JeFT6/S+LakZtsi95NZno2S6/M4cbx24T3W1Cmzib5xn7l5PVoaEnw7utONRvZuteP3lLq+wncNoEGbnUZ6x5YqsQXZPesdx83fCd1QiQR8zkhiSuH4tkatavU5yriyf03ErtwX7HjFrUq4vrV91PFujKfE5LIycrGolYlRjpO5fH1Zyrfu3xcLSMlg0k+wWSmZVGlTiXZCFQfd6rUqaSIJt8WvZs3jxKwsq9B1NHpxC7aX+a0w95Tu9B7aldiF+7DsV3jYpHnyrxHiy6Go2uow1i3wFI7iKrWrYxLRwfa/9wSfWM9AI5tOM2WqF0qfUqyQuMgwvrMKzL2CDLZuXPHJvj0caOSlTkpialo6WpSIJD+z3XqqEIgkI1sybt55syZw4cPH3BxcaVJE0f09PTURR01atT826gLO2rU/E0RCCiUsCVGKv0Wo56bm4NU+tf/MvB3Tb76s1CWsHXlUDxB2yaS/iUdv5ahKpOZQLbpDI6dzP5VR1kXvFXhH3FoZUdmWhYPLj9m57y9XDt6S/EcuYcmoH04t8+o3nQ6trXHf9M4tkbtIjMtE/vmDajnak1udi5XD8ezdNxvio4bORPXDMetiyMzukQWc2h8T63GNYk4HMi1IzdZNGo1tR1qMHh2P/TL6RHQPqzErhDTyiYsvjSbh1eeENIjukTfiVgiZkhEP9r85MOdc/exdbUmrM/8YpsIZZhUKsfCi+G8f/GJoE4RRToI+gV0Y8D0Hpzcep6Prz/TpHVDTCqWQyAUcGrbReZ9140zZHYfWv3QjLHugbx68Ban9o2Zum4UY9wDeX675Jj7Bh42hMZNZmvMbtbP3Kk4r6WXw7l66AYRPyxW+u2vUCikrlMt7LxtqdnQEueODiQmfGHB8JXEn7hbzPGkY6DNvFMhZGVkE953AfPPzuTxjWeEdJc5Ur5HS1cLt65NaT3Im7qOtchMzeL1owSMK5ZDIIBJPsFlEqwCdBrRmsGz+7Fpzk6sm9aikbctGamZsvt3/r4i96+c2YcCsLSpWixd7Xv0jHRp2rYR7Ye1pKadJdICKXfOPWB7zG6l6xbGrasjk38byYpJ69iz7FCxdR3b2ePd242GXvXISMnkweUniDVE1HGwYuJ3xaaSKCxj9msZqhCHy9dNT5Zdh9gF365DPZc6hO3zZ/u8Pfw+Y4vK1wAYPm8grQd5c+fcA5nnJjlT5s+Zv1fpdZB7aDS0JIz3nF7ixl7u5fHu40aT1o3ITMtEU0eTaW3CuHo4XuV5yUeDvv+ZNDDR/3od3GngWbfIdfCd3IlqNpUZ4xqgMr0PZC6e5TeiuHfhIfN/WSn7nOzlRgNPG9KTM2TrLtpfJOpbPq5W1nhyQ1MD5p4OwdTCBJFISJp83QXK71+Q/duvuBXNpzeyDiJl3jVDUwOc2tvj1csNW/e65Ofmo6mrwbnYS4T0iFF5XiAbb+0yqi1TWs/k3gWZy0ceee7V2w1bt6/eo0uPiVu0nxvH77D48mzEGmLGewSRmqT6/yKLWhVZeD6ME5vP8uDyY6Xrfn8d2v/ckmGR/Qn1jeHS/uulrt/A04bo48Gkpqb/I0a6b9y4RmxsLOfOnSU7O5vGjRvj7e2Du7sHBgYmqIs6atSo+VdQF3bUqPkHIBDIYtRlf2Qx6vIijyyG888+HwH6+rpIpX//5Ks/C4lEjKAANLU10dTSYNvcPRz747TKhK2WPzRj1KKfWOm3nl1Lin77LpaIsfOqR7NesoQtgJf332Bgoo+RqQFj3QN5ee+1ynOTd7d8L6QVCoXYedvSfUIHGnjY8O7Ze05tu8CR9acI2DQOw/IG+LUI5fXD4qk6hZGNg/3M5og4/pj5bQxIKBIyYIYv3ca2Y8+Kw8VGDWQelhmc2naBBb+sLJOzKHjnZBzb2ZP2JZ09yw+zPnRbqR6Wei51mLlnKmfjZIkwrQY2o6ZddcpXNsa8uhlIpaQlpZOeksnHN5+5cjCeSwfi0TXSYdq6kcSfuEPkT8sA6BfQla6j2zDBawZPb34bGRkY2pO2g7zpU31Eqedi7WjFzF1TSHj6nkVj1jIzbhLnd18hZvCyMhVOg2MnU8u+BiMdp5UqLtYvp8uK+Cj0jfXYt/IIS8etLdP6Eg0xLp2bMPHX4YgkItK/ZLAlMo6t0btVPndgaC+6jm7L9K6RXP+68ZNoiLHztsXT10Vx/764+5r9q45y7I8zzD8/E10DHcZ7BqkUMYNs07ng/Cwu7LnKiU1n8fR1wbVzU6RSKS/uvubA6mMc/u1kkfuo/bAWDIsaUKaRJfn5hsT5IRQKyUzP4vmtlxxcc5yDa0+UeH/KR5ae3XpJUOfiMmaJpgQ7r3pFzvfzuySq1a3C0vFr2TFvr8r3DrJibrNeLkz2CeHRtafF/Dkg+3w4uOY4B1cfRygWsiI+msy0LCb5qPbQALIukmPTObHpLBJNiSI6+8X914p1v78O8i6S6V0iFP/2ypCfr6evC816uZKblcu75x/YteSgyuhssyqmLLkyhyuHZONqhc9B7vvx6O6ES6cmCBDw8v5rXtx5jVcfN6J/WlLMH1MSAZvH0dCzHmPdAvjwKrHI9ZVfh0NrTyjOV8dAh5W3onl1/y2BHWerFHEDOLRqyPRtk7h1+h7WjlaK8z38+8kSfUrDogfQZpAPk5sHlyg81tDSoJGPrSxKvVMTNLQkCIQCVk/bSOyCfSolwIqxsNXHWD7x22e1hpYGdt62NPN1xqmDAwLBN/+Tpo4mA0N6Mr1LJNeO3CxldahevyrRJ0IoEBb8z49f/avk5uZy61Y8Fy6c5/jx47x9+5YaNWri6uqBq6sHNjb1ZI46NWrUqCkFdWFHzd+Wgwf3sWHD7zx//ozRo8fTrVtPxbFZs2Zw5colDA2NAPDy8uGHH34C4PPnREJDg0hISEBTU5PJk/2pV8/2Pzr2v4aGhggNDZEiRv1bwtZ/P0ZdKBRiYKBHbm4u6en/rOSrPwtFwpZASG52yQlbcrFyWJ95XCglXQdkxbZ6rnWYfTCQ/Nx8NLQkpKdkkJacwafXicQfv8POBfuK+Sy6j2/PgBk9Ce9beneLSSVjfPq40X5YC4wqGAICMtMy+fIxhWc3X7B76SHunHtQ7Hl9A7rRy69zqeNgNs618ft9FLqGOpzZcZHNkXFUtDRj+o5J/5KHRT6yM6VlKFXrWuA7uROVaprz7tkHzsVdYteSgyS+TVI8vu3g5vwybyDPbr+iXAVDypkZ8uDyY57eekmbH7359PYzU9vN4X0J3QKValZg0bkQVk75A71yuvSZ0gW/VjN5cPlJkccJhQIijwQh1hQzxjWw1PdgYKLPlN9HUNepNtkZ2Qxv7EdiQlKpzwEI2j6Buo61GeXkrxilKQmvXq6MWz6U/Nx8bp+9R2DHOSrXB6jvUZfQuCmc2HKOJWPW4NHDiR9De6Opo8m5uEus9t9YrKsLYNzKn/Ho5oRfi5ASN50CgYA6TWri3t0Z795u6JXTRSCAHfP3sjFsp8pxqjpNrJhzKJB9q46wYtK6Yuu6dXPCq6cL+ib6vHv2gZNbziGWiOk2rr0izagszD87k3Lm5ZjgGYRJpXKKdQ1M9El49oFTW4t6WMyqmLL4ymxuHCvbyJJAIGBQWG86j2pLamIq+sZ6JDz/wOmtF9g+b2+JxZeATeOw87ZlvEcQL+8XH+tSXIeujnj6umBsboRUKkVTW5NeFkPLdI/V96jLzN1T2TRnJxvDdirWre1QE/dusnWNyhvy/sUHTm+XeXl6+XWiw/DWTG09U5EIVRpCoZAlV+cglohZMGIlTVrb0czXFSMzme/nbOwltkXvLvI5JivohXFq6zkWDF9VapFSHvU9bvkwqtatjLSgQOYRKuQnKolZe6dRo2E1xroGFBlJLLyue1dHPHu6UK6CEYlvP1PewoQ7Fx4yrfUs8spQrJB3Tq6YLOseK7Kur4vMp/TV/7Rj3j6SP6UweskQvHq5MqHZ9DJ1j4nFIlbcjiEjOYPrR2/h8fV++PDiE+d2XWb73D3Ffo5rNKhGzMkQlSlm8vN169KUXlO6kJmWRU5WLgfXHGNbTPF15dRsaEnU8RnkC/55RR2QuRQNDGTjV8nJGTx58oSzZ09x5swp7t27Q7lyxri4uOHq6kGTJo5oa2v/1aesRo2a/0HUhR01f1uePn2MQCBk/fq12NjUK1bYsbauW+Tv5ISFBVOpkgUDBw4mPv4G4eHBbNy4A4FA8G8f+19GIhEqErZEIuF/NUZdLBZhYKBHRkYWWVmqhZRqVFNSwpZ3Hzcat2zIlFYzeXjlicp1DIz1WHo9kg8vP+HfNoyC/AKq2lTGolZFqtlUpknrRlSra8GT+OfM/2UlT2++YPCcfnT4uSWBHZQnunxP837ujFo8hH0rj7BryUEsrMyxqF2RBh42OLSyIys9myuHbnB03Sle3HvN4Ih+OLdzYGqbWYrRgJIQCoU4d3Sg4/BW2DdvQEZKBgUFUsVGODsrhyc3nrNo5K/FNlUAEUeCqGJtwTj3wCKjQeaWZrh1aYqnrws17SzJTMsiLTkdIzNDCvIKkGhK+PQ6UdZBtfEsdZ1qE7BxDDdO3OXE1gvk5eZzfnfJRTWXjo3xW/0LUqT4t5vN7RJcK/rGeqy6GcXxTedYNlG5BBWgqrUF806HcHLrecqZGdC4RUOe3nzBr9M2EH/ijtLnBG4ej627NSOd/Pn4KlHpY+R0GdOWQaE9mTNgIQ+uPCV8vz/6xnpsDN9B7ML9JT5PPk7x69QNxC769jiBQEDTto3oNq499Vys+ZzwmQt7rrE5Mo5PrxMJ3TWFOk2sGO8ZpLKzC2T38bIbUbx++JYrB28o/COf3nzm0oEbbI2I48N3SXBySfb60G1siSw9ZcnCyhyXTk0ZPKcvOVm5ZGdkc2rreTZHxCm9r+TIZMwRSAtggtf0YiOU8nV9+rpRxdqCxLdJ3L3wEOcODhxZf4pFI0tO/ipMl9FtGTSrN2F953N+1xUq1TTHpVMTfPq6U7WuzO9y5eANtkTuIuGZbDRt9qEAqtWtwli34gUHZRiaGrD6/jxe3HmNlq6mwnNz9fDNEn00zh0cmPrHGFZNKd45WJiKNSrg0rEJ3n3dsWok+3m7d+ERi0b9qtKRI/fQZKZmMql5SJEilmLdPm5Y2lbl8/svXD96i4v7rjJx1XD2rTzCSr/1Kt87QI+JHeg/3ZfgrpG8efxO5mnq4071BtVK9ClFHZ+BuaUZY1z8y1QEs3asRcSRIFIT0zCqYEjSuy9fvWi7eXFX+UimfCRw4Xedk4WpUK284nxr2FmSn5uHlq4Wob4xnN5eukcNZN01K29Fk/Q+mSktQxViafm63n3cqdnQki8fk7l58g7bY/YgFAmJODqd7TG7WRei2jEGX7u0pnQhYuAiTCyM8enjTk276nz5mMytU3fZNncvj792q9ayr0Hk0enkkf+PL+ooc+p8+vSJ8+fPcPbsKS5fvohUKuXnn0fi69vnrzlhNWrU/M+iLuyo+dujrIhTWmGnRQt3tm7djZGRrJunf39fpk2bTt269f7tY38XxGLBVyePPEZdls6QnZ3zH4uNNTQk6Onp/H+ZfPVnIU/YkuZKMTDW4/mdV2wM36EyYatKnUrMOzOT619jZ0v6Ztjc0gzfyZ1oMcCTnMwcDEz0GeMawN3zxTttvsfv95G4dnYkYuAizuy4WOy4WCLGsZ09rQd5UaeJFXrldBGJRWRn5HD3wkPCes0t9dtwOfKUoZihy3nz8C15uflIpVLMqprSor8nju0bc373FSL6LyQvLx+xWMSiy7PR0NJgQrPpikQXZUg0xNS0q05InB8gZdHoNTy8+lSxGR4+byBtf/Lm5f23lK9iAlIpYomYO+cfEtglWumabX5sxoh5P5D0Ppl+NUaU+t5q2lkSc3wGK/zWK42ftmpkSeThoCKyVPPqZnQd045WA5uRnZnD/UuPObr+NGfjLpGXk0fApnE08KxHWN/5uHRqgmPbRhiYGpCfk8elgzI3j5yBoT3pMqoNgR1nc/OkrJAnFAlpPcibvgHd0NHX5tntl1zcc5ULe64pNqCjlwzBp687oT2iS+1s0TfWkyW59fOgrnNtpAUFaGhpENBhdpkilytUK8+iS+HEH79DeL8F5H8dDTEyM8S5Q2O8+7hj41yblMQ0bp+5x7aYPVSpU5ExS4eyeHTZHCkgkz43btGQ4G5RVKxZAZ++7tRzqUPK5zTunL3Ptpg93C+UcqStp8WK+GgSE2RpdKq6hwxNDejj35W2g30QikWkJqZx98IDtsfsUdrVJqf/9B70mNCBoE4RSp1VhqYyX4p3n29eE4m2BA1NCQNqjizTuJpZFVOWXP06sjRANrJkYKKvWLe+u43Ml3LxETsW7CP+xB2a93Nn9NKhzP95BUf/OK3yNUB2je2bN2Rt0CZcOjp89dwU9wjJ+RabnsjU1so9NHL0y+nh2M6eXlM6Y1a1PAX5Bdw6fZe4xQe5crB4Mllh+k/vQffxHQhoH86t0/eKrdukjR1evdyw87YlMzWTh9eeYmFlDlIY5x7Il4+q48nNqpiy5FoEF/dcJWrQEnQNdWjSphHevV2x865PZloWj689Y/fSg4ouSe8+7oxbPvRfSjGbsXMytq51uHv+IY186pOVnsWT68/ZtfQg5+IuF3u8lo4mK2/H8P75R6a1DSMnS/k11jXUoUlrOzx9XXDr4khGSiYCoaDEz/7vkV/jKa1mFino6xjofPUeudK4hSxK/dWDt9SoX41cad4/8vcKkUgmSs7NLZsoOSsri6tXL2NmZkatWnX+nJNUo0bN3wZ1YUfN356SCjs3blxHW1sLC4vKDBs2EkvL6iQnf6Fbt/YcOfIt/nfixNF06NAZOzv7f+uYp6f3n/NG/48RiQQK8XLhGPWcnByVs/Tfo62tiZaW1tfkq79HBPvfHYFAgIaGLEZdW1eLR9eecWTdSc7FXS6ygWvYrB4hsZPZs/xwmb+xjjo+g6rWFiR/SqVSTXOS3n/h/sVHHFx7vFhks7G5EXNPhSIF/NuFqf7W/Wtng0AgZJJPMEZmBgya1QdbN2sif1ysdMMhZ/j8QbT8wRP/duElpgxVs6mM3++jMKtanjVBm+g5sSNfvqZlqXKEGJoasPhSOMmf0/BvF07yp1SEQiF9A7rSY3wH8vPy0dTR5MW912yO2sOpbRcxrmjEorMh7F9zgt9DisaEN+/rysj5A4n4YTFD5vTlweUnhPdfWOo5NG7RgOlbx7Ns0jr2rTyq+HtbN2tm7vJj0+ydbAzfWex5IrEI++b18fR1wb55A8pVMEQgEJCVkY1YLEIgFHDv4iOO/nGG22fuU87ciPHLh5KTlcvP9n78MvcHmvdzZ3LzkBK9TnUda+Ha1RH75g2oUrsiICC/IJ/83ALGldHXBLLOi1W3Y8jJzOXNowQcWjUkKyObx9eeEbv4ABeVjBVa2VkSeWwGR9efZvGY1SV2t2jpauHQsgHNerni0d2Z9OQMMlIyWDJuLWd3XlJ5brMPBVDNpkqxzi4tHU3sWzTAq5cbTds2Ijc7lyfxzzm24Qw/hvbiSfwLZnSJKDHSuzCycZqxrAnYxL6VR7Bv0YBmPV1xat+YvJw8nt56yb6VR4rE1I9YMIgWAzzxaxGqMokOQEdfm/XPl5CVloWOgQ75+fk8v/2K/auOcGS98uJL1boWzDszk+MbzrBotPJrLPewePq64NzBAR19bfILCji2/jQxQ5aVyXM1c89UrBpVZ6xrAO+ey65xYX+OS6cmSKVSXt57zcG1Jzgfe5ml1yN5erPs11iWZDWR34O38vz2Kzx9nXHt1BSB8Jvf5XsfzbDoAbT5yadM11juU5q+fRIisZDszBxe3X/D4d9Psm/FkRL/D5XLhY9vPsvCEauKHRdLxDTwtMGjhzNuXZoilohJTUrD3NKMEN9oTqtIL5QTHDsZ66a1GOPiz7vnHxBLxNT3qItHdyfcujgi0ZLw5lECxzacYffSQ4qfyed3XjG905wyXeP6HnWZtWcasQv3oWuoi3s3RzS1NXnzJIHjX9f9Pkp+UFgfOg5vpfIai8QifCd1ZNCsPqSmppFdBvfQ341/taijRo0aNapQF3bU/M8yaFBf3r9/p/TYrl2HEIlEgPLCzsePHzAxMUUoFLJ//x5WrVrGli1xpKWlqgs7ShAKQVNT8rXII/ouRr3kX/BSUpI5cuQw/fv3IzMz+7/u71FTMrKErQK0tLVIePKOoxtOU1AgpV9gd1ZOXsfupYdUriEUCll0KRwdfW2FkNbQ1IBGPrY4d2yCffP6aOtpk/YlnYyUTHQNtDEyM0QgFHBx71UeXnlK3KL9JXbeyL91T3xbvLOh5cBmjFz4E+diLxeTm4LMEdPA3YaJXjN4fqfk9CiQFb16TOxI34BuIJWyJWoXm2fHllqwrNPEivD9/lw5FM+v/htp85M3Tu0bU7NBNbLSszm98xK7lx/h2e1X5GQV3WQ0bd0Qv7XD6Vn1m/zYy9eJsUsGE9Z3Phf2XqNSzQosvhTOuuBt7FhQPDK5MA4tGxK4eRyntl0gesgymrS2I2DjWFZPKzrmVBohcbKNXVDnSD6+SlQ6HqKtp0X08RmYVjZGJBYx3iOQF3fLVpzR1tdmzb15ZKVnU66CEe9ffiS4W5TKwp6ekS7L46NIePqegHbhZGVkIxKLaOBRV9YB0NURsUTMS/nme9VRbN3rEhw7ma1Ru1gfWrZRj0Fhfeg8ojVLx6+lln0N3Ls5IdGU8PrRW46sO8We5YeLiKqFQiELL4Sha6jDOI+gUju7hCIhtq7WdBjeCse29gC8eZTA4XUn2bXkYKkCbHmk9/zhKzmy7lTRdYVCbFxq49HdGY8ezujoafHm8TsEQgEVqpVnnHugynsfvqYs3Ywm6f0X/FrOJCczh7pOtXDv5oRHD2f0jHRJePqeE5vPErtwP5lpWVg71mL2wQBiF5Y9OruPf1d6+XXhyLqTOLZrjL6JHglP38s8QvP2Ku1cijkVQvnKJox1CyTxrXLXU2EvT8uBXmjpaCAUCtk2d08xf44y5ElWS8etYf+vx4ocq924Bm5dHWnW01V23774yNnYi5hYmODS0YGJXmVLMft+LMzCyhyXzk3w6uWKaSVj3r/8xPldl4t4Y+TR9PtWHWXl5HUqXkHGiPk/0nqQD4lvP2Na2YSPrz5xfvcVtkXvLrEDK2y/P5b1qjDGxZ+Pr5WPXtZoUA3Xzk1p1tOFSlYVycvLQ0tbk37Vh5dpXE8eAb/Sr+j/LZa2VXHp6IBXbzcq1aygGJHcFrWLzqPb0GaQDxO8pvOkhJRDObZu1szaO42c/Dzy8v7JnTp5pKRkoS7qqFGj5v8CdWFHzd+e0sau5LRt68Pq1esxN69I8+ZubNu2R+lI1b977J+EQICik0cWoy4tkrAl/wXkzZvXTJ48CQ0NCStXrkYsFv+1J65GgUQihgLQ1tZCQ0vCsQ2nuXIonttn7pcYCa2lo8ny+ChSP6fh1zK0xNEuk4rlsLStwsTVw9Ex0CF24X6kUjA01ad24xpUq1eF22fuE9IjukiHR4BaHwAAIABJREFUjJGZIcuuR/L42lOCu0Up/Ua4mk1lpm0Yi6mFMUc3nGZ98FZSPqcx73QoppVNGO8ZVKZYY0vbqsScDObszkvcv/SIbuM6YFrZmIQn7zi/+yoH1x4n4cm369DqRy8m/jqcxLefyc+XYlTegIRn7zG3NCM7M4dDv51kU9SeUqPnF5yewYt7b4geuhL3rk2ZuGIIc35YzNlCHUh2X7unQnvNLdb5pOxaTN82AQMTfbR0NJk/fAWH1p5Q+d4BQuL8qO1Qk9EuqmOg/TeOwbO7My/vvWZow4ll6rioWL0C88/P4sGlx4T6xiDRFPNTeB9aDGjG/YuPWDRqtVJPiFkVUxZfns2tM/cI6z2/xJFAq0bVcevqKNsc1qhAdkY2z26/YmrrmSo39QDjV/2Ce1dHJvkE8/j6M8Xf12xoiWuXpnj1dqO8hTHvX3zibOxF4hYfJPLodLLSZelPpY01Ks7xawfRkXUn2bfqKK6dm+Ldxw2zquX5+OoT5+IuszV6dxEZbJfRbflxVm+ZiHxXySJyOVXrVmbRxXCEIiECAXx8nciF3VfZGr2riOS7MAbGeiyPj+L5ndcEdZqjNGWpSp1KivO1qFWRtOQMjCsYsSUyrsxdfUMi+tN+aHOmtpmlkB5b1KqIayeZ56aKtQWJCUlcPRjPlshdvH/xkUWXw9HU1mS8R1CJsemFqVi9AosuhXNx7zWexj/Hq487lvVkvp9rR26yJbK470ee4Bc9eKnKJCtzSzOcOzowLGoA+XkFpKdkcHHvNbZFl+y5gW/x5IlvPjNFSTy5WVVThY/G6qs35smN5zRu0YDNEXFljqbv6deJvv7dCew4m/gTdyhf2QTH9o3x6etO7cY1Sf6YzK0z99ges0chHY8+EYxZVVPGuPiXafTO0NSA1ffm8ejqUzS0JdRpUouUxBTunH3Ajvl7lQqtHds3xn/jWJaOLV44K0y5CkY4dWiMd29ZpHxGSiYv771h1dT13Dp1r8TnNfC0YebuqWTn/evdw38HRCIhhob66qKOGjVq/s9RF3bU/O0pqWOnfHkzAC5ePE9oaBCxsfsRi8XMmjUDC4vKCgnyrFnT2bRpJ0Kh8N8+9k9FHqMu9/KALEb9ypUrTJgwHmtra4KDZ6Krq/sXn6kaZWhra6GlpUFWVja5WXloammQnZHD6e3n2b/qmGLkxtjciCVXI3ga/4IZXSNLdCuArLMlJM6PT28/E9wtuljhoGKNCoxaNAgb59rsW3mEtYGbKVfBkMWXZ3Plq9OltOKBQCDAuaMDPSd3pnbjGuTl5SMSi7h6OJ6Xd1/z7PYrLuy+UuIG375FA6Zvm8iOeXv5bfpmxd/LN52uXR2xsrMkP6+A7MxsDEz0ycnKRVogJf7kXY5tOotLRwea9XAmPy+frIxs8nPz0dbTYnP0HtaF7lD6ujZOtZi1axLzhv/K+GWDifxpKae3F/dNtBrYjF9ifmCCd7DKb607/NyCIbP7kfYlHU1tDa4fvcXaoE28elCyZDhsvz+WtlUY7RygMv1q8toRNGltx7Q2sxi9ZIjMYTNqVYnpZCBLKAvbN40j64qPRFWqaU6/oO54dHcm+WMyl/ZdZ2P4Tj68+vS12BbCyS1nVSYTyek0ojWD5/Rj15ID2HnVV2zqrxyKZ8ucOIUcuDAyGXNNxnkEldo9VL6KKa6dm9DmJx8q1qiAtEDK2bhLbAzbUer1hW/pT8o6iEwtjBUyY6tGNfjyIZkbJ26TlZlNiz4eBHaaU6Lk+nsWnJuFYXkDxrkHIhAIcOrQGJ9+HtRxsCL5Uwq3Tt9la+QuHn+9j0wrm7D0yhxunrxLWN/5CgdRabQf1oJh0T/w7NZLajasRkriV4/Q3KIeocKMXTEUj27OTPIO5kn8c6WPMTQ1wKm9Pd593KnvUVcmIteSENhhNpf2X1d5XtVsqjD3dChH1p1kydg1ir/XN5b5c7x7u3/18mQovDyV61RiyJx+hPUpPcGvMKG7plC7cQ3824dTta4F3r3dsPOyJSM1k4dXZR2IhYuw/2o8uY6BDn38u9BpeGsEQiGZaZmlem7kDJjhS7dx7ZnWZpZS75KOvjYOrRrSrKcrDq3syMnKQSwRoWuoS48KP5XJ9WNSqRzLrkdy9dBNRZekfJTR09eVpm0bkZeTx7PbLznw61GOrD+Na5emTPl9lNKOs5IYu2wYHj2cWD7hN+ybN8CxXWMK8gt4fvcVB9cc5/BvJxX/JzTyqU/wzsnk5Of+Q5066qKOGjVq/nuoCztq/rYcPnyAJUsWkJqaglgsQVtbm5iYRVSvXoMxY4aTlJSIQCBEV1eX4cPHYGtbH4DExE+EhATx/r0stnzixKnUr9/wPzr2/weyIs/x40cIDPSnc+fOTJky9WtHTw5l+KJfzZ+Inp4OYrGI5OS0IptoecqWSCAg6V0yh38/ie+kTpzZcYHowaU7MkYsGETrH73ZFBHLxrCdpY7eObRsyKBZvallX52M1Ew0tTXwbx/O1TLGRhsY67HyVgyvHyVw+cB1LKwqYlbVFPPqZpSvbMKnN5/ZEhnHnuWHFc9p9aMXIxcMYomKb5IFAgHmlmaEHfBH10CHgE4RPLr2jHZDfBg6py9CkZBnt15y7/ITTmw5z/1LT7BxrkX4bj9GuATy+qHygsGCM8FUt61C9OBlHN90tsTX7+vflW5j2zHKJaDE4kPPSR3p49+VkG5RXD18EzuvenQY3oqmbexJ/ZzGjeO32B6zR7Gph0Lf1rsGqvy2ftLqX2ja1p7RztNIePoeoVBIp5Gt6R/Ug7zcPO5dfMTVQ/E8vPqUx9efkZeTJ0vlWTuS32dsZlvMnhLX1tHXxqVzE1r+0Ix6LnXIzspFz1CHYxvPMLvfglLPS87AkJ50Hdue6V0iuP5VpGtgoo9T+8YKOXBaUnoR6fD8szMxNi/HOI9AlUUtkBVCllyZw52z9zmz4yLevd1o6GVLenIG9y8+YueCfcUkxfIxn+9HUJSha6hD0zaNmLJ+NNICKZlpWdw+e5+4RQdKlfjKPVQF+VImes0gNalop5h8U+/VS5aMl52Zzav7b6njUJMjf5xi3rAVZSqctRnkzfD5PxI5aAmntp5HS0eTxi1l8tqmbRqRk53L05sv2Lv8CCe3yrpfAjaPo2EzW8a5B5YpxUxLR5NVd+fy6c1n3j/7gGO7xip9P/Jo+p0L9/NbUMljYRJNCY186uPZw5kWAzxJT8kgMzWLdSFbObj6uMrus8ij06lUswJjXIsWQSUaMs+Np68Lrp2bIhQJefXgLSe3nqPHhI48uPyYkO7RZSqcyUeWfp36B3tXHKG+u7XMn9PVCYmGmDePEji64XSREb4hEf1pN7R5mX1KIrGIP14sIS8nH4mmBC1dTd4+fseJzWeJW3SgmOcG5JLsCM7FXWLu0OVK7xf5aKB7NyfcuzlRvrIJ2Zk53D59j+DuUSol4QAT1wzHub0DY90CFAVTgUCAtWMt3Ls54tHdGUNTfd49/8idc/fx7u1Odl7uP3T8Sl3UUaNGzX8XdWFHjRo1ZUIqlbJ+/VpWrlzKzz+PYsCAAWhpSdDQKBqjnp2do3bt/MUYGOgBkJJSesqURCJGJBCiZ6DLk/jnnN5+kdtn7vH6YQKZaVnoGupgVsUE8xoVmLDyZySaEo5uOMP+X49x6/Q9RdR4SVjZWRJ9YgZH1p8iJyuXtoN9FHHr30dSF6ZizQosPBfGjeO3i6QfydEvp4dXL1f6BnZHWlDAqinrqWRVke7jOzCz11yVCUtGZoYsuiSTI/u3n4OWrhZRRwIwNNVnfVgssYsOKh0VGzF3APWcazPcKaDYsUZe9Zi+ZSwCoYDhTaaUWPyRMzi8D20H+zC5ZSiPrz8vcmzI7L60G9KcaW2Lf1uvpaNJ07aN8OnrgX3z+uRk5fLu+QfMq5lhYKrPjG5RiMQibJxrY9WoOtq6mty98JCVfhsUnVhjlw/FrXMTRjv78/ZJUY+ZWCKmccsGuHZpio1TbYzNy6FjoE1uTh4isZCoH5dwrJDUVxUtB3gyaskQ7px7gI1TbbIzc3h84xm7Fh0osati7LJhePo649cylIdXnih9jKa2hkJm7NShMSKREKFIyMIRq9i36qjS5xSmal0L5p2eyZmdF4tsbOXFgmY9ZXJgaYGU53desm/VMTS0xPwSM7BMYz5yAjePp6FXPfxahGJkZoBnTxfcOjsiEAoUcuADvx5TFCG+9+NkpZe+eRaJRXQc0YpBM3uTl5uPQCDg9cO3HP79JHuXHy5xlKX7+PYMmNGTUN9opWOBco+QWzdHPHs4o6WjhVRagK6hLoPqjlHZ1QTysbBont16yfTOMiGvUCjE2tEK925OePq6FPP91GliRXDsZNaHbmVr1O4yXGEYGNqLLqPbsmD4Sqo3qEYzXxcMTQ149/wDp7dfYMe8vcU6/BacD8PAWI+x7oFFxuWUUcu+Bm0G+9C8nwdCkZAPLz9yNvYy26J3lzpS5tKpCVPWjWbJ2DUcWF280Cz33Hj1dsOsqikfX30iJzuXyrUqMsppWplcP0KhkOXxkeTl5jOh2QwyUjKoZlMZl06yUTuF52bfdbZG7eLDq09UrFmBRRdnc6IEgbMymvf3ZMzSIexdfhg7b1uq1LHgc0ISVw7HsyUyrshoq5ypf4zGvnlDxrgU/5wpTMUaFRi7bCj2zRuQnJxCbq56/EqNGjVq/h3UhR01atSoJC8vj6iocA4dOkBQUAjNmvkUOS4WC9HUlI1siUT/tzHqasqOQCDA0FCPvLx80tJUe0IKI5GIESKgIK8ATS0NRGIRebn55OXmIUWKlo4muXn55OflIyiAlM9phPddwIPLyjfeNs61Cd83jc2RsWyYJRtf0tHX5pd5A/Hs4cKO+XuVSlqtHWsx+0AA+1cfZfmE30s9Z5FYRNshPgyLHkBeTj4nt5xj/s8rS/2m3sa5NjP3TOPS/ussGf8bQVvGYd3EitM7LrFy2ka+fCh5o2Zc0Yi1d6L5qeFkPr76JiWt51KHWXETWTbhN2o0qIZDy4b8aDOu1HMH6OXXid5Tu7A2cDM7F8qkyBN//RnnDg6ljrnIEYqE2DjXZvbBQFITU8nNyUNbX4us9GzePn7HvQsPyUzLwqO7MxVrVCC8/0Kc2trj1duV0S7+Zeq4APhxVm+6jGpLwtP3mFY2YfHo1RzboDrWutOI1gye3ZfIHxdzatsFRGIR9d3r4un7rWPh1YM3suLGqqPk5eUTHDsZG6fajPcMKlPxQMdAhxXxUXx8ncija09lRQhdLd48SuDI+lNKZcY2zrUJ2+/PriUHWD1tY4lrF+4s6D6+AxmpmeRl57EtZjexC/cr7YQozJzDgVS1tmCsW2ARIa1AIKBW4xq4d5NJfI3KG/Lu+QfOx12m5UAvnt56wfTOESrHfADsvGwJjp3Mhlnb2RwRp/AIefdxk0l8X3zi3K6iRYgfZ/Wm88g2SiO9S2L1/floammQlZFNhWrl+fQ6kQt7Svb9mFQqx9Jrkdw6dZewPiWPhRX2/VSvX43MtCw+vJIVf8si8R0+fxAtB3gyuXmwwjMDsrFAl44OePd1p5qN3Mtzi+0xu5m2cSwikZDxntOLdUMpo2L1Ciy6GM65XZf5Y+Z2HNvb07yvBzXsLEl6/4X4E3fYGrWb57dfKp7j1duN8SuGETOk9O49OaYWxsScCqGcmRFCkZDkTyncPnOPbdG7i7yvwsgFzhkpGUzyCVbaQWNsbiQbXevrLiusZuSga6TDlYPx+LcLU3leAG2HNOeXmB+Y1XseF74m1hmaGsjW/do9l/4lnfuXHhO3aD/Xjt4icNsE6rtaM9rFv0i6nDKcOzowdf2Yf7xTJycnj9RUdVFHjRo1/z3UhR01atSUSmpqKgEBfjx9+pjZs2OoV8+21MfLY9Q1NSWIxaKvMeoy8fI/8Ze2/xVEIiEGBnpkZeWQmam6Rb6saGhIFH/y8wsUEm2RSIREKCZq8FJObS3qZGnYrB6hsZP4PXiL0pGdhs3qMWn1CDS0JRxYfYz1odvJycpRjLmoGvWRIxQKmXd2JiaVyrEtejedR7XByMyQN48SuLj3Gmd3XlSMKgmFQgaG+NJ7WjcSnn/AyFQfqVQ2diGVSkl6n8z1Y3dYOW0jaV9KLooFbR6DQCAg2HceAFaNLIk8OI01AZuIXXQALV1NVtyI5MGVJ4T1VT125NCyIVN+H0nyp1SSE1OwqGnOOPdA3jwu+RtuORpaGqy8GU1yYip+LUJKHY1oP6wFP8f8gFQqZWTTqWVOvxqxYBAt+nvi11I2FtK8nwcjF/7Ex9eJLPhlJbfOKC8MDAztRdfRbZneNVIxSvU9Ne0scevqiHdvN4wrlkNaUIC2njZDbMfxvAznZ2xuxNJrkTy4/JjQHtGKLitL26q4dfkmM/7w8hPn4i6xNWo31k2t8N80jrVBm9gxb2+ZrsGw6AG0HdycqEFLsLAyx6evO5WszPn4+jOX9l1lS9RuPhVKHxIKhSy8GIaugeqELZB1LLQd0pxOI1oj1hCR+DaJKwdusCVyl1KPkBz5aNzyCb+xd+WRYsflEt/m/Tyo0dCSpHdfyMnKoXKtSox0nFJiwaAwYrGIJVcjEAhQFEJMKhnj3KEx3n3dZb6fj8ncPHWXbdG7eXzjuawj5IKsEBIzeFmZxsK8+7gzbsUwds7fh7WjFfVc6pD6OY075x6wfe4epRLfSWuG49yhCeM9g0pNC5N7eZr396Cecx3y8vK5d+ERWyLiio3afY88Av7o+lMsHrOmyDE9I12atGmEd29X7Lzrk5mWxaOrT3j1MIF2g5szu/8CzsZeUvneAfw3jsXOuz5jXWXSY4dWdnj1+ubPeXLzBfsKjcRpaGmw8nYMnxOSmNIytJjAWRnWjrWIOBLE42vPqNGwGvl5X0fifj3GsT9OKy2IdxrRmp/C+xLSI7rE8UENLQ3svG3x7OGMc0cHtPW0kEql/DFzu8o0Qreujkz+bSTZuf8/FHVKLwSrUaNGzX+KurCjRo2aEklPT2PYsEGAlIiIeVSqZPEvPV8eo66pKUYiERcqDOT8I9ut/yrEYhEGBnqkp2eSna36F/x/F4lE/LXIo4FUKiU3NxfyYdOcODaG70QqleLQsiFBW8erdJAIRUKa9XTBd1InKteuRGZaJkblDdkxfy8rJ61T+Uu+npEuS69FkPIplSmtZyoSqyxtq+LaqQmO7e2pVrcyWrpa5OcXIBILyc3OIzszG4mGhNePEljpv4n4k/cwNjeioWdd2g/2oXItc4Y7+pOYoHwzXqdJTWbv9aNHpZ+paGXO/BPT2Th7J5sjdikeY17djCWXwzm64QxLxq5VeV11DXVYczcGAxMDkt4nc2rbOf6YuaPUMQ89I11WxEfx6sFbAjvOKVV4DTJnTefRbWXS0tsvmdElssRYejmTfxuJY1t7xnsGFSkE6Rrq0DegG+2HtSQ1KY0Lu6+wcXasorgxdsVQPLu74NcipMzFgzUPF5CbnUdWepaswyIhiSsHSy5uVKlTiXlnZnJ+9xViSnFDla9sgkunJoqOhfSUTBLffia4WyQv771ReW6T147AqUPxGGx54k/zfh5YN62lkBnHLtzPpDUjyM7IYaL3jDIlbMmLBye3nOO3oM00bWuPT193bN2sSf1c1CMkp81gH4bPHUjUT0s5uUX1WJiekS4LL4ZhbF4OkVhERopMOrxz4X6uHb6p9DkaWhqsuClLypvcXHnhsLDvx6FVQ6RSKRraGty78Ihx7oEqzwug/c8tGRbZn/B+CxRCYS0dTexbNKBZT1cc29mTl5PH01sv2bfyCMc3niFo2wRsXesyzj2gTEXQwklWmyPi8OjuhHPHJkilUtlI3OrjHFx7osh9ZGVnSdTxYHYtLb2zC2QjjA08bRi7fBimFsbkZufy8t5rjqw7VepIHHxLsRvj4l+sS0koEmLrZo1Hd2fcuzmhpavJu+cfqFCtPE9vvsCvRWiZOrvqNLFizuFAtkXvZn3oNoRCIXWdauHezQmPHs7oldPl3dMPnNp2nh3z95GRkiEb1wvuyfROc7h+rPQCmBx51PrRP07j6euMsSJS/hLb5+4t8pnm6evChF9/ISsnh/z8f97vA+qijho1av5s1IUdNWrUlEhSUhLr16/lhx9+wsDA4D9aSyhEkbAlkZQco67mX0NDQ4Keng6pqel/aoqIWCxCQ0MDDQ0JOVk5vH38ntPbL9DLrzNLxqzmwJrjZV5r8m8jcOvsyJ1zD7BqVB19Yz2yM3PIzswh9XMa8Sfu8PuMLQoXhqVtVaKPz+DGiTvM7jtfqQ9HjoaWBjGngrG0qUJOdh4fXn1ilf8mrh0rnkwkEAgYv+wnbF3r8KPNxBLXXH4ljLsXHuHetSm7lx1mTUDxkTLLelWIOTmDS/uuM2fg4hLXEmuIWXZ1Dnk5efi3C8POy5Z2Q1tQ26EmnxOSuLT/GpvnxBVxEplUKsfSqxHcOfuAmb3mqpS49p7ahV5TujDJewaJb5MYtXgwjVs04NH1Z+xZdphT284XG1cK2j4BWxdrxroFlujH0NLRxLVLU1oP8sbGuQ7Jn1IQCAUYlTdgSP0JZRr1KjxKNa3NLDLTsjAw0Zd1WPTzwNbVmtSkNG6fvc+2GFlSk3xcb++Kw2WO5+42rj0DQ3qyIWwH9VzqKJKP7l+SJSpdU9JVNHPPVGrZ12Cce8nXAEBbT4smre1oOdCLBh42FOQX8OjaU3bM26synUn+XmIX7S82mqiprYF98wY06+WKUzt78nLzeXb7JR9fJeLWpSkhPZT7cZQRtm8aNRpYMtY9gMQ3n2noZYunrzOunZoiEAh4cf81B389pihuyNOf3j5+h3+7cJWFQ4D67nUJ2zeNW6fvUatxTSQaYl4/esuRdafYs/xwsXsMwHdSJ/oFdSe4ayRXSygwySW+Ht2d8ejuhIGpPtICKbuXHmRt4GaVI3E6BjqsuhXNi3tvikTACwQC6jSpiVs3p69eHn3ePfvA6R0XuXP+IUGbx7MpYicbw3aW4Qp/iycP6jSH1KQ03LrKRu3KWxjz/uUnzu+6zLaYPUWcPrMPBVKlTiXGuPiXSfhdz0U2epmdkYO2vhYfX3/m8v5v/hzlz6lD2H5//pi5nS2RcUofUzSqvjJZGVkYGOsT8cMiDq87Wab3H3EkiEo1zRntPE0hb69QrTzOHR3w6etOjYaWfHmfTPzJOzy/9ZJ+03uQlZP9jxzXVhd11KhR81egLuyoUaPmT0cWoy5BU1NUJEZdXuT5Nz5i/r9ES0sTbW0tUlLS/tJvPEUiIdraWkhzCxBJxBxYc4ztMXtK3QzLmb5jIvXd6jK5eYiiI0KiIaacuRGmFsZY2lbFq5cr1o61uHH8Nie2nGPMosFsn7+v1MQckEmSl1ydQ3kLEwCyM3PwrTaCrPSSf9HW1Nbgj0fzWDpxPUc3KHdjtOzvzvC5Azj820kWjlpd4loVa1Qg6lgQyZ9SmdBsOlkZRTfHekY6LLsawfsXH5nWNqyIKFffWA+Xjg749PWgnmsdUj6nce/iQy7uucbQyAGc3XGRucOUp9kURibJ9cWv5UzuXfg2zlK1bmXaDW2OWxdHjM2NyEzPIis9m8S3nxFriDEqb8BolwA+liK5LoyOvja/PV6EQACa2ppkpmfx8MqTYnHRhZEXqB5cfkJI9yilBTpNbQ0at2yo6NwQa4gQiURc3HeN6Z0jynRug8L60GlEawI7zObmqbuA7B5r5FMfT18XXDrJOjde3JGNpRxZd4q5p0MoZ16Oce6BJL5VveGWj4Xdv/SI2IX78ejhjHtXR8QSmUfo8O8n2bfiSJHODYdWdgRtHc/vM5SPLBZGXtwI2DweQ1MD8nJyef0wgWMbThO3+GCphZd5Z2ZiXLEc49wCSEwo6sMRCATUdqiJe/dvxY2Prz9ToZopN0/dJbDDHPLKUDCWpT9NZG3QZsWIm9z349XbjfKVTfjw8iPn4i6zNUrm+5FLj/3bhXH7zH2VryF7L6EYm5fjwOpjePX+Jge+uLf4SBzIPgOW34jk3sVHhPaIKbUIKvfy9PbvhkQiQiqF45vOsDV6d4npdXIGhvSky5h2SuPJy1cxlfl++rhh1agGXz7IihuW9aqgZ6TLGNcAleN6IPParLgZxb0Ljwj1jcHQVB+nDrJ16zrWkkXVn7vPjnl7FaNrdl62hMT5sdp/I7EL96l8DYCfY36g7U8+3Lv4iHqu1kUi5ZUVQAGiTwZT3sKE0S7+JcqodQ11aNLaDv+N48jPLyAlJVVd1Pk3efnyBbNmzSA5ORlDQ0MCAoKpUqXqf+W11KhR8/dBXdhRo0bNX4xU0cmjoSFGIBCQm5v31cuToy7ylICurjYSiYSUlDSVsb5/JmKxCA2xLCnt4t5r/Ba0mZf3i4+8iMUi5p+bhb6JPhOaTVdZQKhqbcHsQwFo62vz8t4bJnkHl7qZrd24BrMPBZL4NomEZx+Z2Xs+gZvGUFAgJbjX/FJfq91gb/pM7khfqzHFjmnpaLD6VhRGZgb8MWsH60K2lbqWnpEuAZvHUsu+BpGDlnBxryyxy9TCmMWXwrl77gEze84tdfMsH0vp6deZGvWrIpXC5/df+PDiE0nvv5CZlkXq5zSuHLxB/IlvnUhyP0ZA+3BFQUPp+rpasih5y/JMWPULRmaGfPmUwuJRv3Jq24USnydHrCFm+XVZMs9E7xlkpmbRwNOGZr2+JUC9uFe0I6RqXQvmng7lfNwVYoaUPEpVmFYDmzFy0WDOxV2mkbctGtoavHmYwOF1J0vsCBm/6hfcujRlcvMQHl9/pnRdgUCAdVMr3Ls74dXLDX1jXUDAjvl72TBzu8qOELlT5sLeq0QPWlrkvdS0s8S9mxNevVwxrliODy8+cnrHRT68+MgvcweyeHTZu9tGLxmCVy9XJjcPkTmpvkqHzatX4NPrRM4rPqriAAAgAElEQVTvvsLWqF2KbgmhUMjSaxEIRUImNJtOSmKqytdo6GVLaJwfaUlpGJY3JDHhM1cPxpfq+3Hr6ojfbyNZPEZ5+hN8K2749HOnZsPq5OXmoq2nzez+C8sk4hYKhSy6HI6mlgbjPIIU70U+EufT1/1rcSOV22dk3V2JCUksuxbBlUPxRAxYVKZ7zLmDA1M3jGH11D9IT8nEu48b9d1tSE/O4P7FR+xcsK+Yl2dY9ADaDPJhcouQElPc5OgY6ODYthETV49ArCEiLSmdh1eesHvZIcUYmjKMzY1YfiOKa0dvMaf/wmLvRR5V36ynK03bNiIvJ49PbxKp0cCSeb+sYO/ywyrfO8jS+tr/0koRtV44Ut65owMCBLy8L0tzO7TmOHl5+Sw4Nwt9Yz3GugWWOj4KshHCX2IGkpWr7tT5Txg9+mfatetIq1ZtOXhwH3v37mLBgmX/tddTo0bN3wN1YUeNGjX/U0gkQoV8WSAQkJeXp5Avq2PUZejr6yIUCkhJSS+TmPSvQCAADbEGEomYpzdfELtwP+fjLpOVkY2ekS7LrkXw+X0yU1vPLJOHZNbeaVg3tWLFpN/p8EsrqtatzIu7rzi17QIX917l7aN36BhoU82mCi0HNqP1IG9e3n9DVWsLJrecSfkqpvwc2Q+RRMRK/03s+7XkzbREQ8zmF4uZ2WcB145+28QJhUJ+vRXB2yfviFt0gCm/j6JfjRGlypbltB/WnKER/Xl57w2bo+IYt2woJ7ecY8HwVWX6N3Rs3xj/DWP5fcZmzu++inVTK6rWrUz5ysZo6Wqhb6xHzYaWSKVSdi87xMdXnxgW9QPTO5fdjxFzKgSTiuUY7zkdl04O/BTel4+vEpk7dJlSeS3IClfL46N49+wD/m3DihVBCneEePV0Rd9Ej6R3X6hU05ydC/axZOwapet+j9z3Ed5nvmK8qXr9qrh3dcSrj7usI+TFR07vuMD2mD2kfE4jJM4P66a1GOcRqLLjAmQjVSvio0lMSOLC7it493HHolbJkmQAK/saRB4N4sDqYypT3MwtzXDu6MCwqAHkZss+z45vLFtHSODm8TRsVo/xnkHFCqUmFct9HXfxoLZDTZnv59Rd6rlZk/TuC34tQslIzVT5/qvZVGHu6RCO/XGGRaN/xdDUAKf29nj3kft+0rh74WER30+rH70YuWAQkYOWcGrreZWvARCweTz2PvW5c+4BjbxlI3EPrz4tsbtLLBaxPD6K7MwcJnoHk5Gi/OdNS1cLh5YyL4+nrwuZaVlItCTM7regTB6iZj1dmLDqF+b9vIKjf3wrNsmLG818XXDu6CDr7rr7mkNrjlOnqRUePZyZ0Gw6z269LGV1GfJim0AgYHLzYKo3qIZHD2fcujgi0RDz5lHxQqVZFVOWXJ3DhT1Xif5pqcrPC6FQSP/pPeg+oQMZKZlo62qS8Ow9JzafI3bh/hIl6z/H/EDrH72Z6D1DaRFU/rPs1qWpLM2tgiFSqRRtXS1+qDWSt0oizwvT4ZeWDJnTj8ycnP+pLyP+r/izijpJSZ/p3bsre/ceRSSSBVS0a+fDxo07KVeu3H/tddWoUfO/j7qwo0aNmv9ZZDHqIjQ1JYhEInJz8xTjWv/Eb/tUIRAIMDDQpaBASmpq+l99OmVGQ0OCNFcWmR5/4jb2Pg24cfy2zHdRih8HwMBYj4UXwsnJzmVKq5mKsRjLelXw6u1K07b2WFiZo6XzTZKcnZnD89uvsG5qBUBqUjpSaQECiYi8vFy0JJoMazqN9y9K7hIaMqsXDTys+X/snXVYlPn+hu9JGhFQsTBQEVtBurE7UBF1d61dY9fADsREkbDFXNc11g6wu1uxO7ARUZFufn8MM4IMDOf8zp6z6773dfnPvDNvOO/MxfeZ5/M8vzgFqB5bfG46Odk5+LkFkJGWyZQtI6lpbcH3NYeVaKFSulwpJmwYhqWNBVmZWWwLjWT7vL0a80uUi+cFQ1ZyZN2pIp8nEomwb2eN38pBaOnK2blwn9r8H3UsODsTQxMDhjtNVrkh9I308J3UhXaDWpAQl8iZHRf5Y/ZO1a/yZSubsvjyHG6fuUdgzwUlGtnpMKQlA4P68P7VB8pVMS12jEbJgNm+tB9ScJTqa8qam+LYsSnNertSrUEVcrKz0dLRYrTnVG6eLNqtpMSobCmWXZvL4+vRTOsSrLovS5czUmWEKEOSb568w7bQSPRL6zNt11g2BZU8h8V3Uhd8xnUm6LtF6Bho4+nrQgPXOiR/TubuhYfsCNtbqGks6JA/5laFa9PVoWugg0s3e35e0B+ZlpTET8k8uvqU3UsPcDGvqlodynDdnQv3qx1xVOX99HDEvp01WZnZJH5KomKN8kxuP1vlRNPE1J1jqGNfS5XdJJNLaeheF9e8vB+xRMzL+685tPYEB1YfU1R63wzlY0w841vM0OieAkUG17xT0zm59TyZ6Zm4etujrafN68dvOb7xjNrRNWUY9Zw+i4ptssqfy+M9sh3pqRkkfUrmwK/H2D5/b5GiE+QJVDdDSUtKY4zXtEJim0XDqjh1aqoYXatsSuyL99w4cQf3Hk6c2HyWBYNXarx2+CJQKavWzWtXxLGjYr+VapUn7s0nrh68ztaQSJULa9iSAbj7OOHnFlCgtr0oxGIxv96fT052DikJqVRrUIVPMfHcOHGbraF7Cu2j87A2/DDThzRB1Pl/c//+PWbODGD9+i2qx3r37oa//wwsLWv/qccWEBD4ayMIOwICAn8LpFJR3siWokY9Kytb1bCVlfXt/aH4NWKxos48IyOTlBTNv77/FRGJRGhpyZHLZIhFIj7HJZCWko6uoS66BjpkpGYQdewWqyds5M2TGOo6WjIjcjxRR24R9P1ijQLIhA3DsG3dhIntgoi+85LNL8NJzUgr5PSSy2Q8v/2K0S0Ci9xX2comrIoK4nurkXx6l8CMnaOoVLM8Q5qOVzmMZHIpIccCMKlYmuFOirGv4vD0dWbEsoGsmfwH5EDbn5phVq0c757Hcnr7RbaFRpIUX1Cw8xnfiV6TujKjxzwu7dO8eG7xvTu/LO7PvlXHaNXPg/j3CewJP8jOBfuKbOZZfHE2OgY6jHCerGoXy4+2njZu3expM7AZNRpX4+O7z9y/+BDb1k04tvF0iV1HKoFq8EqOrD9VrGiirKkfvWYIjh2aMsZrGk/yHisOqVTCytthZGflEPsyTiGaxCdz78Ijts/bo7aevXy1ciy6GKgY2fl+MTlFiMbKkGQPH2ecu9iR/DmFrKxsgvsuKVY0UTIo7Hta9fNkQqtZBfKO5NpymjSrj1sPRxza2ZCdraih3rviCF2Gt0G/tD4jXfxLlMNibGbEsqhg7l14yOxeC7FyqIVbd0dcutghkUp4cf81h347zoHVx1T3QxOv+kzdMYZ1M7ayNSRS4zHEYjETNgzDrq01KYmp6Ohr8/bJO45vOsPuxQeKFF+CDvtT2bIiwx0n8b4IEa+WdXVV6LBJRWNyc3LR0pHTo8JA1YhZcSgFqh3z9/L71C8L36p1KyvyfnycMatWlrhXH7i47xpbgnfj0tWefrN8mdG95GHUynDxmT7zqGVtgaevs6LNLeYTVw/fZGtIRAEXllxbzspboXx697lEAlWZSiZ0HtaGdoNbIJVJ+fQunpsn77A9bI/qs6GOZn3cGL50AEHfL+bMjouFthuVLYV9O2s8ejpTz8mSxE/JZGdmU9bclP51R/Li3is1ey2IWCxm+Y0QsjKyGOUeQEpiqtrq98fXnhEZfpBKluXp7d+NtMxvU9SRSsUYGv73gpIFYUdAQKAoBGFHQEDgb4dEIkIuVzh5FDXq2arw5W+xRl0iUdSZp6amkZb27TRsSCRiRCIRYrEIqVSmcPbk5JCdmc2Fvdewb9uEtQGbNQbLAsw7PYNyVcowutkM3j6NpeOQFvSe0pXMHPUuEh25FrN/WMrlg+qbeACmb/cjIy2Dz7GJOHeyYZD1uELijUwu5ZfF/XHv4cDm4Ag2zNyhdl+KEONuBH3lCChT2RSnTk1p3seNqvXMC9R8dx7RhhbfuzOpTWChQFZ1KESdAcz0CePi3mvo6GvTur8n7Ye0okwlEz6+/cSLe6+4f+kxp7df5Pndlyy5PActHS1GuviT+Kn4+nMAg9L69A7wpk3/ZoilYsV4zvkHbAuNLHJcCxSNQb0nexcpUOUXTWxaNlQEXIsUDVs/1PqlRJXWylGqjzGfGN9yJqlJaci15TT2qoe7j5NCNMnKLlCbXb1BFUJPTOPw7ydLPBamdHesnbqFSrUq4NLFTuE0efCmkGiiZOzan7Fva80oj+JHdpQ11O49nWjdz5Oc7BxiX8Rx8LcT7F58oFhxUylQXdofRUjfpYUW0TWbVMe5i0LcKG1mxLvo90TfeYFDexuWDPuVfauOluj6fwr9jtb9vRjfYgb3Lz3G3KoSTp1s8erlTPnq5Xj/6gMX9ypEE+XnZdGFQFUOS1HhuvkpZWrImvsLeHrrOTr62qrPxrUjN9kSHKF2dK2he12m7x7Heg0ClUn50opcnrzWtZSEVN48jmH+oOU8vPpU47kF7p9EtXqVC4WLG5oYYN/OGncfpzwXliKXZ+/KwwxbMpC3T98xsU1gierJqzeoQtjJaexeepDNc3Zh06oRHj5O2LRoSFpKOk9uPCcy/CBnd375LmkzsBmDw74nMN+4YnFo6chZeD6QsuamiMQisrNyeH73JQfyAsTViTBK11FqYiqjPacVCHxXPSev+t2tmwNtBjYjLSWdlLTUb3KU+r8t6oAwiiUgIFA0grAjICDwt0ZdjXp6ulLk+fvXqMtkUgwM9EhKSsmrhf+2kUjEaGlpQXYuMc9imdBqZrG/1EvlUpZfDyE7K5uxLWbxOS4RHX1tNjxdRGZudpFtYTKZlLTP6fxQd1SRCw5Lm+oE7R1PTk4Owxwn8+Je4RBoJU2a1WfsmqFkZmQyy3cB9y8+Vm37KaQPbQZ4FTtKBF8Whl69XGjoXpfUpDReP45hW2gEZ7ZfLNJxA1/cMDN95qkdiylT2ZQGrlZY2dfCsqkFVeuZk52ZjUQm4cf6o4oMxv0aV297Rv86lJXj1nFwzQmsmzfAo6czdm2bkJmeyZMb0USGHyrgFhgU9j2t+3kysYQClVQmZd3TxYglEmRyqdrw5a8xKluKZVHBPI56VmCUKj9isVjhYOlmj6u3AyYVjMlIzyT69gtGukwpUaW3UqCa5h3KlYNf3B1fiyYxz94pXFhhe5i4YRg1rS001qYr0dbVYsWtUD6+jWfxL6uxadmIZr1dVCHJF/ZcZWtoRAGRUTl+dGjtCcJH/qbxGGZVyzI8fCD1XesgEon4GPOJa0dusSV4d7F5P8ow6qIyZVSiSS8XLJvWJOFDAjr6OmRmZNKv9ogSiYemlUxYdnUuVw5/CT02MNbHro0i76eBW+EwY7s2TZi0aSQrxq5jz7JDGo8B0HdWTzr93JpfJ26koUddmrZsRFpKBk9vRhOxtKBooiT0xDTKmpsywqlww1h+lLk8rfp6YNOyIbk5uUTfecm+VUc5vPZksc6V2nY1CTo4mS0hEWyYub3ANolUQn0XK1y72ePcxR65tozXj94S+zKOpi0bM7VLcIH7sjj8t/hR38WKYY6TiH0eR227Gjh1tsO9uyMGJvrERMdyeusF1YiZVC5l1a0wPn9IZFyz6RpdR72neOM9qj3pmRmCqPMf5ueff6R9+06q8OQ9e3azaNHy/+o5CAgI/PUQhB0BAYFvBpGIAg1bubnkc/JkkJv79xJ5tLTk6OnpkJCQVOyi/ltFLpMhl0o5sOY4h9ee4PH1aNWYjEQqwbSSMYsvzuH1o7dMaDOHtJR0xGIRfit/wr5dYzKyi8980ZLKWPDzGk7vVN9G49rVlnGrBnH73APGeE3XeL4yLRm+Ezvj7deOR9eeEvTdEgYG+dLYsz5jvKap6tw1EXpiGmbVyrJizDqaeNWnaevGlDI1JPFjEu9fxXHjxB12LT6gyqRR/lI/o3sYl/ZHadx//gDXjzGfqOtoya3T91g0dHWxAk/Hoa0YMKc3wX0XF2rLEkvE1HOqjWs3B1y9HZDryHj18A1iiYjy1czwc5tSonBZqVzKsqhgsvMatpI+JVPTujouXe3w8HHG0NSAmKexnNx6jh3z95KalEZ5i3IsOj+bKwejmPvDkiJHqfLj3MWOcb//wvE/zlDXqTblqpTh/cs4RR13aKRaV8nAuX1o91NzhUB1tuh6brNqZXHuZItXb1fM61QiKyOLS/uj+HXCRo0CmqGxPstvhPLs9gsCOs0t4O5QiibNertRy8aC+PefuXnyDleP3OLnhf0KjR8VR+fhbeg7oyczfeZx78JD7No2wauXi6IBSjm6tmAPt059GV3z3zaKBs5WjHApWRi1oYkB658uIfFTMgbG+qSnZvDkRjQRSw4U2QBVsWZ5Fp0P5OTWooPFvw4z1tHXJjc3l3O7LzPLZ36Jxn0Gz/uBlj94MMZrGo+uKVw6StHEpas9Ll3tkesoRJOjG04TGX6IeSenoWekV6L2JyhYT74leDeOnWxVlfJvvxJNlNR3tmLm3gmsm76VbaGax+KqN6jC2LU/Y167Irk5ucS+iuNC5FW2hUUWOxo6ffc4allbMMxxIrEvCmeNVaxZHof2ijFJc6tKfIqNp5SJAe9exDHUZhzpqcWLoD/M8KHTL61Jy8z4ywb8/3/4IupkkpioWRD+T/P8eTQzZwaQmJiIgYEB/v7TMDev+l8/DwEBgb8WgrAjICDwTSISKWrUFf9kiERfRJ6MjMy/fI26rq42WlpyPn/+a9WZ/7cRi8VIJRJEuaCjp0N6SjoSqRi5tpyszCzk2nJycnKIe/2RVw/fUq5KGQxNDcjIztS4oJDJpCTHpdC3wZhC22o3tWDOnnFsmLmN3v7dmNhudoFFbnGUqWzCgNm+OHZsikgkYsPMbfwxW3O4rlQqYWme4DLaY2qBxaOhiQG1rKtj2dQCm1aNqWVdnbg3H3l45Sl2bZow3TuEK4duaDyGunyMqnUr09vfG4f2NsS+jOPI+lNsD9tT4Bf5H6b3oMuItgR0Dibq6C2Nx6neoAqLLigyjHJzISY6lrM7L6oaq9Sha6jLipshxD6PY2LrWWodARVrmOHU2RavXq5UqlWehI+JmFYw4ci6kwR9v1jjecEXISykf7iqLcm0ojGOHZvi1duVGo2qER8bz7Wjt9kaspsX914zavVgnDrZMsZzGk9uRGs8hlQqYcmVICRSCdvCIvHwcaKeU20S45O5c/Y+2+ftKTS6ZlrJhPArQdw4cYfAXguKFah0DXSwadWIH6b3oEwlE7Kzcrhz7gERSw5wUUMWU5+AbnTza8/kDnMKBUurG12LvvMSQxN99I30Ge40Sa0Q8DU6+tqsvBVGTLSiLS0rM5sGrla4eNvj0sUemZaMV4/ecGTdKVUDVI1GVQk+NpX9q4+yYsw6jccAaNXPk6EL+3F80xmsmzXEwESft0/fcXrbBbbP26O2Acpv1WCcO9ni5zaF6Dsvi9x39QZVcOpki4evM2Urm5Cbk8vhdadYP32rxrwfkwqlWRYVzLUjhevJK1iYKe61PNHk49tPXD1yk7vnH/Lzwn6snrCB3UsOlOj6e03uSvcxHZnYJpB30bHYt7fB09cZS5saina003fZHranwIhZ4P5JVKlTieGOk4h7/VHjMcqam7L6znw+xyVgVLYUyZ9TeHD5MbsW7uOamu+CAUG9afdT829e1ElPzyQp6b8v6ggICAgUhSDsCAgI/COQyyWqXB6RSFSgYeuvZhPX19dFIpGQkJD0Tf5h/P9BLBaRm6sQZeRyRS5PdnYOWVmKprTs7BwyS9DOpERLKie4/3Iu5gtNLVfFlKXnZ7Bx1na2hkTScWgr+gX6MtNnfonCVaVyKeFX5gBwett5Wg9ohq6BNi8fvOHAmuMcWHW0kANL11CXFTdCeP/qAxNbzyqykliJvpEeU7b6Ud+1DmnJ6Vw9dIM1/puKdVLkz8cY4zWt0DFKmRri6etM6/6eVKhRnvcv4zi76xLG5Y1waN+UcS1m8PDKE43XLxaLWXx5Njp62vi5BSDTkhZorPoYE8+1wzfYFLSLt3kVySYVShN+dS73Lj5iRrewEjVsuXV3ZPTqIbx8+JoqVpVVC9mtwRFFBsz2GNeRXpO9mf7VKFV+9ErpYtumCV6+zjTyrAeIkGlJCRu4jINrjms8L7m2nJU3Q0n4mFigalxLR451i4a493DCrm0TstKzeHIzmr3Lj/DsVjTzz8zi1LbzLBi8skSfe2X70dIRa4iJfo9HDyecOn9pljqwRpH3k19UGDzvB1r29WBc8xk8uPy4mL1/yfuZe3QKIpGYrIws3jyJ4cSms+xatL/IURxDY31W3AzlcdQzpnYJUfteWjSsqggz7ulMmUomfH6fQFlzU7bNi9RYG6+k87A29J3Vk5n5nGoVa5jh2NEWr14uVK5dgQ9vFJlVygaoSX+MoJFnfUY4Ty6R60jVZJWczoFfj+Lp60It6y9uKXVhxuWqlGHplSDO7b5M2MBlxb6XyvHL76f1wNDEgOysbG6cuMOOBXu5ceJOsefWd1ZPOg1tzfiWM7h38VGBbboGOti0bIiHjzPWLRqSnqoYMTMuXxptXS2GO04qURi1jr42q+7M48XdV0zpGAQiEY296uPWzQGHDjaIEPHi/isO/naCQ2uOM2Bub1r18xREHQEBAYH/AYKwIyAg8I9DJhOrGrYkEnE+kSeD7Oz/3VeVSAQGBvpALgkJf5868/81X0QeObm5uSrBriTja3K5jPfRHxji4A8oFjJrbgVzZscFFg5ZpXpeq36eDF3Qjyc3nhP247Ii83b0jXRZFhVM7PP3TGwTqAoXrd6gCq7dHPDsqcxgieXklnPsWLAPXUMdll4J4t75B8zsMU9jBTzAd1O703VkOya1DUSmJaPTz62xbtGQxI+J3Lv4iMNrTxYIUFXlY8QlMK655lYekwrGOHVqyuB5P5Cbm0tSfIoi2yV4Ny8fvCnyddq6Wiy/HkJSfDJjmk0vVP9sUFofu3ZN8OypyEpJik/myY1o6rvU5uTm88z7cXmJHGpu3RwZ/etglvmtZe/KI1/Cl3s6qwJmH119xu7F+1UOlh+D+9B2YLMSZ/2AogbepIIxN0/exaGDTV5Wygv2rTrGkXUnCz1f30iPFTdDeXH/NVM6BBWZ2yOWiKnraIlrNwfa/9SC9LQMxXs0bj2Ryw6RpeEeaPdTc34K+Y6g7xZx5qssmJpNFKNr7j2cVPfa6e0XqFCjHLatmuDnXvJK6/BrcxXjjW4BGJU1zAtJdqFCDTPev8qrqs8XkmxSoTTLrgWXyHWkpHkfV4Yt/ZG3T2OoWKsC8e8KuqXU0XNCZ3pO6MKUjkFcP35b7XOMyhhi184aT18X6jlZkpubi0xLRqDvApVTqziKarJSuqU8fZ2xbt6QtOQ0nkRFExF+kBf3XrPw3CyObTzD4mGrNR4DvtzLi4f9SnzsZ9y6O+LQXnGvPb/3igO/HiuUy/NjcB/aDGzGGM8vo2RFIZaIqe9iReD+SYjFIjLTMnn16C3H/1Bf/a5E11CX1XfCeHI9moDOwWR/9X0qEomoZWOBcxdb3Ls7YVatLClJqaSmp3/Doo4h6ekZgqgjICDwl0QQdgQE/iEcPLiPjRt/Jzr6GcOG+dG1aw/VtrS0NAIDp/HgwT0kEglDh47AycnlT9v2V0IqFeVl8hSsUU9PzyC7BIuS/xRisQhDQ30yM7NJTk7R/AIBtUilEuRyed74nUgl8hTn4tHR0mZaj/ncOv2A1TeCeHnvFf4dggotTkwqGPPDjB549HDi6a0XzO6zSOU4AcUv9YsvzuL2mfvM8plfpOskfwZLjcbVSEtJJyc7h58ajSbmWazGaxwU9j2t+noytvn0Ag4abV0trFs0xLmLHdbNG6BjoMOnmHhunrpLY896xES/Z0KrWSUKCQZYeG4Wpc2M8G8/h+oNq+DVy5WG7nVJjk/mzoUH7Jy3r0B9eClTQ5ZFBfM879d9TceRa8vpProDPcZ1RCQS5bX9FB1cq6TDkJYMDOrN3B+WcHr7hULbJVKJopUnr+ZbLBGTlZmFUZlSDLYey+OoZxqvPf8olZ/bFBI+JCISiahtVxNXb3vcujuib6THmycxigXy4gPoGekSfi2YW6fvEdhzfqGFsDqUVePbF+wlJysnb+zHlNgX7xV5PyGRhfJceozrSK9J3kzrGszVw0W3usGXe63/nF7kZOeQFJ/MuYgrbAnaXWzej1QuZeWtUJLjUxjbbLrKdaTE2MwI+/ZfquoT4hJ4eO0pjTzqcnKLQqAryd+Kjh2bMn7dMMJHrmH/6mPoG+lh26Yxnj2daeRRj5TEVB5cfszORfu5lnet/QJ96Ti0FRNazSy2iS0/YaemU868DHfO3le4pTIV7Wj7Vx3l2MbThZ6vo6/NqtvzeP34LZPazi6yyUoqk1LfpTau3R1p1deDzPRMpDKpIsQ5b8SsOJr1dmF4+I+F7mWRSERt2xo4d7XHvbsjhib6qlyeMpVNcOlqzyj3gBLndi2+OBsdAx1GuvhjXL40zp1t8fBxolzVssS9LtxiZmisz4pbYdy/+Ijp3UI1CnTDwwfSrI8byamp36ioI8lz6vy1RZ1Dhw6wefMGXryIRldXlxo1LMnKyuLuXcXIXGamYkRZLpcD0KBBY0aPHk+3bh3Q0dEpsK/x4/3x8mrxX78GAQGBfx9B2BEQ+Ifw9OljRCIx69f/Rp06dQsIO2vWrCQ29h3jxk3m5csXDB06kE2bdqKrq/unbPurIpGIVMHLyhp1ZcPWnxleLJGIMTTUJy0tg9TU4kdwBEqORCJWiTwSiTgvYymzULuYTCYlKS6ZpPgUxCIY4exfrChhUsGY76d3x8PHmVun7hH0/WLKmNw6iUkAACAASURBVJsSfNifYxtOs3jYryVa3DTxqs/UnWM5vukMFSzMqONQi8RPyTyOesbhtSc5ubWwq2DU6sE4dbQtkeuiTGVTHNpbM2BOb2RaMuJef2T/qiNsmbu72PtZKpeyPCqYrLwA48R8mTgyLRlNmtVXZLC0tyE7M5unN59zetsFvpvWnWtHbjGnz8ISOTXs2lkzaeNw1gZsYefCfdRzro1bN0dcvfMyWB6+4dDaE+xbcUR1vr2neNN9dEemdgnm2pHiRQ0l4dfmYlrRhPSUdEVwrdItlRe+/DXKUarPHxIZ32JGIVFDSWXLCjh1tsPL15mq9cxJT0knOyubfnVH8qEE2SXKhrFlfr8VqBovU8lElfdj0agqn2LiiTqmcLC0+M6N9oNbMbHNrBK7joKPBVDBwowpHYKwaFQVz14u1HOqTdKnZO5eeMD2sD0F9qWjr83K22HEPI1lUttAjUG5OvradPqlNT0ndEEiFZOamMaj68+IXHqwyJBk+CJqhA1cxvFNZwttl8mlNPSoh1t3B5w62iISQXpaJiblS/Oz7XgelGAsEBQCpaGpISOcJxMf+1nVjubqbY9bNwd0DXR4/eQdJzYpBDqFqBXGk+tFj5J9TS3r6sw9GsC+FUdIS0lXjZgVJ9D9K/XkFWuY4dChKQODepOZkUVKQgpnd19mS/DuAuLy14jFYpZeCUIiFTPSdQpJ8QWdoCblS+PQIS+Xp2lNEj4kcu/CQxp71uPqkZsE9lxQrINOJBIxatVgnLrYkp6V8ZfPrvt3+LuIOps2rWf9+rWMGTMBW1sHZDIZFy6c48aNKIYOHQ7A6tXLef36FVOmzFC97u3bN3Tr1oETJy4glUr/V6cvICDwH0AQdgQE/mHMmjWV2rWtCgg7vXt3Z/LkqdSuXQeAsWNH0KpVOzw9m/0p2/4OiMWgpSXLE3kkX9WolzzDRRNSqRRDQz2Sk1NJT//r/tH4d0csFqlEHqlUSmbmF5EnNzcXXW1t0lMy6G9VskpmgEq1KvBTyHc09qoPwJmdF5jTe1GJXuvp68LI5T+qRolAkcHS0KMejh1ssG9vg56hDjHR7zn+xxm2he1hwsZh1HWozUiXybx+rLk2u5SpIctvhPDg8mNC+4fj0tWOLsPbUqayKc/vvmT3koOFxon0jfRYdj2Ed3mht8WNbInFYuo41qL72E40cq8LwKuHbzi+6SyRSw8W+1plPfuCISs5su5Uoe0Wjari0tUeDx8njMuXJuZZLBmpGZjXqcQYz6ncv1R8PoySBWdnUtqsNCNd/Pnw5uOXDJbeLlS2rEDc649c2hfF5uDdxL36gKGxPsuuh/Di3mv8O8wp0qmRn1rW1Qk+NpXzEZcpV6UstWws+Pz+M9dP3GFLcIRaAa71AC+GzPuB4L5LCjWM5UfpYPHydcGmZSNSElN58ziGlePWFzmCpEQsFrPoQiC6hgqnRvz7L8KClo6cJs0b4N7DCXulg+Xmc45tOMX3M3ry6OpTpnUtmahR264mcw5OZntYJBsDdyrquL3tcfF2QCaX8urhGw7/fpK9K4+oHCztBrXgp+A+BPZawPmI4kUNUAgIIccCqN6wKsmfUyhlakhMdCyntp4v1CyV//qXXglCIlO4rhKLCO02t6qEUydbPHs6YW5Vicz0TGRaMr6z+Jl3L95rPDdlk9WGmdvZErxb9XiZyqY4drDBs5dLXiD3Z66fuM3WkEgaedSlf6Av07qWLPQcYMKGYVg3a4h/hzlUrl0RT19n6jlbkRyfzP2Lj9ixcF+BXB5FULpCoB3lPlXt/1F+dPS1adbbhYFzv0Mqk5CSmMrTm8/Zu/yIWpFZJBIxdu3P2Le3FkSd/zFJSUl07tyaCRMCiv0bSxB2BAS+bQRhR0DgH4Y6Yad5c1e2bNlN6dKlAQgJmUOlSpXw8en9p2z7uyESoXLyKGrUc8nIyCIjIz3P/fHv1ajL5TL09XVJTEz+j4pFAsUjEolUwcsymYysrCwyM7MQ54qY96N690BRtPjenV8W9+fi3mvYtGpEVnoW9y8/Zse8PWobYwC6jW7PdwHdmdNnEWd3FT1ypPyVvsUP7phVK4tYLGJ72B7WTduq0UFmWsmE8KtBilae7xYVcNBUqVOJZn1c8erlin4pXV49fsuRdac4H3GFBedmcfecIuunJIv6Jl71Cdgxhs1zd3Fu9xUcOzbFw8eJChbl+PDmE5cPRLE5aDexL780KSlHiWb6zOOShgYnALOqZVl4bha6pXQRiUV8ePORKweus3nubt49V7/wlkolhEcFk5uTyyiPALWLeqMyhjh0sMGrlytW9rVISUxBv7Qej64+Y6SL/780SrVh1nY2z1Us6nUNdGjaujEePZ0UGSxJaTy48oRdi/Zz5eB11fs/vVtoicK4AaZs8aOBW12WjlyDdfOGOHZsqsj7ufuSfSuPFhLopFIJy/Laz0Z7TC3k1MiPUqBrP6gFDh1sABGvH73lyPpTRIYfKta9pnz/103bwrawPYW2WzSsinMXOzx6OmFawZh3z+P4+O4TdR0smdx+ToldV/7bRlHfyUolaqprlrpy+IZqxEwqlbD8RgjpqRmM9pymUdQAxWdmxY0Q7px9gK6hjmLE7EMit8/cY1vYHrVh002aN2Dq9jH8OnEjuxbvL3LfeqV0sW3dWOV0S/6cwqfYzyz3W6uxxQxgyvZR1HWozXCnSQXGNVUtZj2csG9nrcrlObjmGN3HdCQlQX1QujrKVjZl6dUgLkReZd5Py6nraImLtz2u3g5o62nx5nEMx/LGDrMyshi//hdsWjUmPeuvK3j8f/i7iDoAFy6cY9y4kRw9erZYcUYQdgQEvm0EYUdA4BuhX79evHun/lf8iIhDSCQSQBB2/r8oa9SVuTzw79Wo6+hooa2tTUJCEtnZf96Yl4BmlCKPXC4jPSWDu+cfsCU4gqijt4odqfIZ34lek7oy02ceF/deQywR09C9Lp6+zjh3tiM3J5dnt1+wd8URVY7HT6Hf0WZAMya3m82t05rr05WuA5m2jKPrT9HiB3dMyhvz5kkMJ7ecY9fiA4UWrRVrlmfh+UBOb7/AgkErir0Gc6tKuHrb0+mX1si0ZIjFInYu3M+20Igia8mVePR0ZuSKn1g2suAoEYBR2VLYt7PG09eZuo6WfI5LJOrYLXKyc3D1dlAEGJ+9r/H6AeYemUJlywqMcPYnLTkd+3ZNFIG4zrVJ+JjE7dP32BoSoap01tHXZsWNUD68/cT4ljNVAdbFUcumOiHHp/Hy/hvMa1cgLSWDx9eesmvJAS7uuar2Na7e9oxZM5RwNdevRCqT0tC9Dm49HHHuZId+aT2yMrPZu+Iw4SN+K1FQdNAhf8ytKjLC2V8lZCnzfpQhyaq8n01nOLj6GAsvzOZjTHyJr7+yZQXmn53F6W3n2bVoP06dbfH0daFclTK8fxnH+cgrbAmOID72s+o1Tp1tGbf2F1U+jibKmpsybddYKltWRCQS8eldPNeO3tIYyB24bxLV6ldmuNNktVXrymYplYPlcwq6htokfUqmr+VwjUHhAOUtyrH44hxO52sl09bTzmuWcqJpq8ZkpGXw5OZzIpce5MyOi4pRwj9GED6iZNcPX6rmw0etxcq25pcWsweKsUN1jXkz90zAolFVhjlM4v3LoqvmlfeEh48TrQd4Qi7EvvjAic1ni3Q1KVE2eSlb2b6mSh2Fq8mjpzMVa5gp/k9Fom9a1ClVyoC0tL++qANw6NB+Fi+eT0TEwWKfV5ywo6+vX+C5y5atoWrVan/K+QoICPw5CMKOgMA/DGEU6z9JfpFH+lWNegbq1mzJycmEhs7F3d0Dd3ePv1zV+j8dmUyKtrYWWelZZKVnsXnubiLDC48V/bKoP159XJnYepbaAFflIsutmwPuPRzRMdAhOysbg9L6DLUdX6LacLm2nBU3Q0hSBtjmLcwqWJjh3EWx8K5sWZGPMZ+4dfoeO+btAbGYkKMB7Ft1hBVj1pXomuu7WjEzYgIR4Qf48OaTopa8fhU+xnziyqEbaoN2Ow9rQ79ZPdW2Mn2Njr42TVs3ZuIGRc5DckIq14/dYmtoJPe/qmnOT/7a9JGuUwqICvAlLNrT15mmrRqTnppB9J0X1GhcjTtnHzCtS3CJGsaUo0QRSw/w68Q/voQvd3PApas9YomYF/cUlc7K+nBlPoqmUar8jFj+E27dHDj023GcOtthaGpAzNNYTmw+y86F+9S6KhaeD8TQxICRLv58eld0PXVlywo4dbKlVX9PjM0UYvrh30+wMXCHKhC3KGo0qU7I0QD2rjjMynHrC2wzqWCMY0eFq6lmk+rEv//M9eO3ef3gDT0ndiF0QDgnNmtumIK8qvUfPBjbfDpvHsdg17YJnj2daehRj+TPKdy/+IidC/cVGDGbd3oGphWMGe5UsnruUmUMWfd0CR9ef8TYzIiszGyVuHr8jzNqX1OlTmXmn5nBwd9OsMzvN7XPEUvE1HOujau3A67e9pQuZ0RGeiZRR28x3Tu0RIHkA2b70m5wy0JV8zUaV1O4mnycMClfmncv3nN25yW2hUYyafNIKtUszzDHyXx4ozm3Sa4tZ/WdecS+jGPR0FU0bdUYT1/ngq6mr3J5KtYsz6LzgRzdcJolw38tdv8SqYSwU9Op0agqCUnfZnPj303UAcGxIyAgoEAQdgQE/mGoE3ZWr15OXNx7VdDxkCED2Lx5J7q6en/Ktm8VmUyscvLkr1FPT88gJyeXuLg4xo0bQ0pKMmFhCyhfvvz/+pQFikBPTweZTEZ6Sjo5WTmsHL+eQ7+dIDsrm4Ado6nvZMUojwCe331Vov2tuBVKKWMDkhNSKWv+pfVoW9ieQoIFKFpplt8I1dgwZWhiQNNWjXDxtsepoy0piYpWmvEtZxYrmihx9bZn9JqhrBq/gYglB1SPGxjrY9/OGq9eLtR3tiIxPpk7Z++zNTQShw42dPq5NVM6BhXI9CiOoMP+mFtVYnyLGVSoYYZnT2fs2jQhIz2Tx9ejiVhyoEDQrlxbzoobISR/TmFs8+kkfy5+lEYileDZy4VfFveHXMjJzuHF/dcc+u04B1YfK3J0rWmrRvhvGcXvUzerHSWCL/XhHj2dMSpTipSkVIzLGTG9Wwint18s0fX7b/ajgXtd/Fz9Ve6UijXMcOpsi1cvVyrVKl8g7yc+Jp7wqLnk5sAo94AS5T4ZmxmxLCqY22fvc+XgDZr1dsWyaQ0+xyVw8+QdtoVG8vh6dIHXKPNhNs/dxcZZO4rdv66hLratG/HL4gFo62uTmZbJ7bP3VSNmxVFc6LdMS0Zjz3q4dXdUjJjl5vL87ivKVDIhMz2TEc7+hYKH1WForM+Km6E8jlKEHudk52BlXxMXb3vcujmiZ6jDm6fvVC1maSnpKlFr1+L9/Oa/SeMxIG/8cskADq45RmOvBgVcTdtCI9UKUEMW9KXFd+6M8gjgyVfvQX7KVSmDQwcbhbjaoAqZaZlcO3KT36ZsKrL6XYki9Hoerx68wb/97AKiZilTQ5WQVt/VisRPyTy4+IjTuy4xdH5f9q8+qlEIlsqkTN05hjqOtUjP0pw99Xfk7yjqgCJjp1OnVkyaNBUPDyFjR0Dgn4og7AgI/EM4fPgAS5cuJDExAalUho6ODmFhi6lWrTqpqanMmjWVR48eIBaLGTJkGC4u7gB/yrZ/AlKpWOXkkUolPHjwgEGDBmFiYsrs2UGqETWBvx4GBnqIxSISEpLJzc1FKpUgyRWTmZZJfFwCeqV0GekypdixCCVSuZTwq0GIRGJGewQQ/z6BMpVMFNkuvV0Voap5LogtcyN4fvelojb90hxunLjN7F4LS5T1oqyN3j5vD2bVy+LU0Za0lHTunn3Aprm71Io8ytrw4H5LObX1fJH71tKRY91CMZLi6u1ASmIqH2Pi2RYSweHfTxab95PfdePnFlDAdaJ0Qbh3d8TF2wGpXMLL+284seks3qPa8/rhWya3n62xlQmgRqOqBB+byuHfTxI+8jeqN6yCq7c9Hj7OlC5nRMyzd5zcep4dC/apnE8ePZ3xW/ETi39ZzcHfTmg8BsC433/GqaMtb5++o5JlBeLefOLS/ii2zi2YI5SfOYf8qfLVKNXXGJUthUN7a7x6u1LX0ZLszGzkOnL83AK4fUbzyF55i3IsvjCbcxGXCRuwTDV+p3RLefZ0xrpFQ9KS03h09Rm78/JgJm0aqTEfJj8+4zvhO7ErM7orKrDdfZwUjVViUV62y3EO/nq8wIiZ/xY/GrjWYYSLP68fvS12/yKRiLpOlsw56A9Abk4Ob5684+SWc0W6muCLqHXr1D1m+c5X28pmXrsijp1s8erlQgWLciR8TMK0gjFbwyJZMfr3El1/u5+a81PId8zqOZ8LeSN6phWNVVlNSlfTzZN32BoSydObzxm5chAuXezwc51C9J2XJTrOoguB6JXS44/ZO3Dr5vCl+v3KE3YvPlBISNM11GXV7TCe3nzO1M7BxeZjybXlNGlWH+9R7allbUFuTg5Pbj7n4JrjHF57Uu14oEwuZUbkeGo1tRBEnb8of/yxno0bf2fMmInY2tojlUq5fPkiUVFXGDJEaMUSEPgnIAg7AgICAn8yt25dZ+zYkTRt2pSwsDDkcjnp6YpMnj+zRl3gX0MkAgMDfXJzc0lMLDxmIJVKkCBGri3nzpn7HPztOBf3XivSTaJrqMuKmyG8f/mBia1nqV2UKkNVPXo608SrPllZ2ejoa3PtyE0mtg4sUW16636eDF7Ql7B8YzFSmZTGXvVo1tsVh/Y2ZKRn8ijqGbsW7efinqt8N7U73n7t/6Xa8JmR46llY8GCwSup72KFUydbjM2M+BgTz83Td9kaElnAjaGtq8Xy6yEkfkpibPMZGgNsLRpVpd2gFnj5uiAWi4iJjuXE5nMFxBh1NHSvy/Td49gydzcbZm0vtL189XI45S3oza0qEvfmE3GvPlLXsRYzuocVG2CdH79Vg3HubMsYz2k8uRGNURlD7NpZ06y3K3UcapHwIYlbp++yJSSSx9cUeT+LLwSib6zPSJcpxY5SKdE30mPVnXm8fviGhA9J2LRsSFpKBo+uPmX3UvV5P9UbVCH0xDQOrDnG8lFFCxRSmZQGbnVw7eZA24HNSE5IITcnh5XjNqhGzIqjX6AvHYe2YmLrglXrIpGImtbVFfXh3R0xKmPI2+hYTm05Tz3X2lSxqsxwx0lq83G+Rjl+mPAhiXHNp2NcvjROnZoWdDUduF5ASCtXpQxLLgdxYc8VQvuHl+gz4+HjhN/Kwby4/4qqdc1JiEvg1pl7bAuNVGU1fU3n4W3oO6Mn07oGc/Ww+s+MrqEuTVs1UgRnN2uAWCpBIhWzzG8tuxZpFs/EYjFLLs9BKpfi5zpF5dQqXP0u4sV9xXjg+d2XCY8K5sGlR0zvFlYiIbhGk+qEHAtgx/y9XD5wHecudrh3d8TARJ+YZ4q2MeXnTqYlY9beCVg0qUaGIOr8pTl0aD+bN2/k+fNn6OrqYWlZm+++60f9+g2B4oUdHR2dAvvq3/+nv30mooDAPw1B2BEQEBD4Ezl69DAzZ06hfftODB8+GplMgpaWDC0thZMnJyc3L3w5ncxMQeT5XyESiShVSp/MzGySk4sXIEQiETKZlNzMHHT0tHl07RlH1p/i3K5LqjGMspVNWXx5zr/UMGXbujH+W/y4f+kxljYWZKRl8ujaU4UYU0RzjrJhakb3ohuWxBIx9V2s8PBxwqWrPfpGemRnZbNryX5Wjd2gcUEvFouZf3YmRmUMGek6pUDWh7GZEU2aN8Clqz1NmjUg5XMKVw7fYNei/czYPY5nt18S0GluiTJIqtSpzLzT0zm19TxbgiNw7GBDsz6uVK6tEGMu7b2mqiVXogzwXTF2HXuWHdJ4DKMyhkzdMYYajashEotJ+JBYSIxRR8CO0YqqeVf1rhNl0K5nT2dsWjYiIy0DubYckQh8zQeXaJTKpEJpwq/O5fbZ+8zymU92VrYi78fVCrfujjh3sUMilfDy/mtF0O7qY1ja1mDWvolsD4tk3fRtGo8BqPKBVoxdR5lKJnj4OGNUtlSx9eHDlgzAo6czY7ym8TjqWbH7r2BhhlMnW/rO9CEXSIhL5HzE5WJbzEA5ShRGzNNYJrYJLHTPKAO5vXq5KIS0j0k8jnpGQ/e6HP7tBIt+WV2i63dob8OEDcNVoc86+trYtGyEh48TNi0bkZ6awZMb0USGH+RsXn6U76Qu+IzrxOR2c7h56m6JjjN1xxjqOlpydvdlnDvbIpVJefngNYd/P8m+FUcKifolrSdXCmnOnW1p0dcDXX0dxGIROxbsZUtwRLENaACWTWsQdNifzXN38UfgzgLbKtYsj2OHpnj2csa8diXiYz+TlpKGkZnRNyvqyGSK9qvU1AySk/++oo6AgICAIOwICAgI/Ank5uayefMGli5dyKBBP9OzZx9EooLft2IxqvBlmUxZo/6lYevfrVEX+NcQi8WUKqVPenoGKSmaG4S+Ri6XkZuVi7aOohL4fMRluvq15/DvJ1g4ZFXJHAR5DVPL/dayd+URRcOWWx3cujuqAnzzL+izsrL5MbgPbX9s/i81TE3fPRYr+1oc+u0Ebt0dVQG+xzedYeeCfYVCoqVyKStuhJCRlskYz2nFChQyuZSmrRvjO7ELlWtXBODYxtNsmLWjgBijjrqOlszaN5GdC/ezdkrBrJOva8kTPiRw89RdXj+OoZtfe0L6h3NyS8kCfH9Z1B+v3q6MazGD53dfqcSYpq0afWnC+kpICzk+lfLVyjLC2Z/3Gq4DQL+ULuueLSU+9jMGxvqFxBh1Lj3lKNX5iCuEDijadVKzSXWcu9ji4eNM+erlSE/N4PndV4zxKlmld7fR7ekT0J3pXUO4cujGl+NXL4dTx6Z49XbF3KoiH95+UlXK953pg03Lxvi5TeHFPc2ZUkrXiVxbxrSuIVg51MKrlwt1HS1J+JjEnbP32Ra2p8B4oDJT6smNaI2jRKBwg3X8pRW9JnsjFotJS04r0FhVFO49HBm1ajDzB63g6IbThbZLpBLqu1jh0tUeV297ZFoy0lLSMClvjJ97ALdKKOoom6zyO5WUIcnuPRwV1e/5QpJTElJZcStUkSnVbHqJ6slNKpRmWVQw147c4sGlx3j1cqFqfXM+vv3EtSM32RYaWahtrK6jJYH7J7F+xla2hkQWu/+y5qZsiA4nJTGVlPR//Xvx74Ag6ggICHxLCMKOgICAwH+Y7OxsFi2ax+7d25k4MYDmzVtpfI2iRl2Glpbk/1WjLvCvIZFIMDTUJzU1lbQSuEo0IZNJkYol6BnoEhMdy/E/znJq2/liXQ6dh7eh38yezOmzqMixIGWAr3sPJ0qbGZGVkYW+kR7DHCdx70LhVi51LDg7E+PypfFznaISKCrWMMO5ix1evV2pWMOM9y8/cD7yCltDIshIy2T5jRDePn3H5LazS1QbXduuJnMOTObAmmM8jnpGi+/dqetYm89xCdw4cZvNcyMKhecqHRS/TvqDXYv2Fbt/HX1tmrZqhN/KQch1tMhIzeDOuQfsWrSvSMeSkokbh2PdvCF+blMKhV6rnDE9nHDpYqcS0kwrmZCeks5IF3/i35c8wPfpzRcEdJ5LZnrml/BlH2eMypVSjboonTHKfCBNo1T5ce/hyKjVQziw+hj1nGtjblWJD28/qsQYdc6YH2b40HlYGya1DeT2maKFQGXQrlcvFxq41SEtOZ3HUc9YPXGjxkBuqVTCshshZKZlMtpzaoExRW1dLZo0b4B7Dyfs2yqCs5/efM6xjafpN8u32Hycr6ltV5Ogg5PZGhrJxsAd1HOujZu3Ay7eDmjpyHj16C1H1p0ictkhsvJChFv29eDnhf0I+n5xseJPfgK2jaZxs/rEv/uMaUVjYl/GcXbXZbaFRhYZ6Bx02F9jk1VZc1NVSHKNxtXIysxGS0fO0KbjeHSteEcUKByBS6/O5XzEZcIGfslUMjDWx65NEzx8nWnoVpfkzyk8uPyYXQv3kZ2dw4yI8SX6nGnraRN8dAoVapUXnDoCAgICfxMEYUdAQEDgP8zSpQuJiNjJ7NkhNG5s/W/soega9fT0DEHk+Q8hk0kxMNAjKSklzyH1n0UqlSAWiZEgJjMji9Pbz3Nyy3lunb6nWrwOCOpN+0Et8O8wh5snS+YGWHQxkLKVyxD/Lp5KlhUUi82dl9gaon6xKZVLWRYVTE5WDqM8Akj8qN51Y2xmpAp1ru9sRWpyGlo6cmb7LuDUtgsaR7bs2lkzaeMIfp+2hW2hX9wAygBfL18XmjRvQGpiKg8uP2bngn2UMTfl54X9mT9ouVoHhTp+DO5D24HN8O8YhFQmxT1vTEkkEvH83kv2rz5WKAR2zqHJVKlTmZEu/sQ8i9V4jLqOlgQd8s9bMIt4++wdJzYVXUsOYFrJhPArQVw/fpvZvReqFShUeT+9XTCvXZGkzykYlzNi1+J9LBm2pkTXrxylyi9QlDI1xL69NZ6+LtRzKuyMGbqwH837uDG22bQiM2S+JvhYABWqm7Fq/HocOzZVtZgpxpQOFRJH5NpyVt4O41NMPONbzChWCBRLxNRzqk37IS2xa9MYEPHq4RsO/36ygBijjkYe9Zi+a6ziPlPTZFatvjnOne3w8HWmbGVTYl/E8f7Vexq41iWgczCXihhr/JoRy37CtZs9fm6KJq8ylU1VAdc1GlXjU2w8N47fZktwJM/vKkKR55+eQWkzI4Y7TVbbdvc12rparHmwgHfP40j6lEwjj7rFhiQDlK9WjsWXZ3Ni8zkWDV1V5L7zt421+N6d5DxH13K/tRz87USRn2cdfW1Cjk/FzKKcIOoICAgI/I0QhB0BAQGB/zAPHtxHT0+PSpUq/0f2p6xR19KSIRKJyMrKIj1d4ebJyRG+Wv8d5HIZ+vq6JCQkk5WlOf/m/4tEeDFNcgAAIABJREFUIkYqkZKblYNUJuXi3msYlNajrpMit6W4CmQlYrGYRRcD0TPUxc9tCh9j4jE2M8Kxky3Nv3OjRqOqfHz3masHr7M5aDdvn71D30iP5ddDiImOZVLb2aQlax6pqFrPnHmnpnNx7zVyyaWxR30MTfRJ+JjEu+hYzuy4yM5F+wssvhViww8sGLyCI+tPFblvqUxKI4+6uPs4qRabaUnprJ6wniPrNQs7Y9f+jH1ba0Z7TuXpzeeqx0UiEbVsLHDxtsejhxMGJvq8ffKOE5vO4NTZFv3SBvi5+qutov4aXUNdVt4K5c2TGCa3nY1JBWOcO9vi2cuFypYVCtSSK0fMzK0qMv/0TE5uPVfi8bvmfdwYFj6Q6NsvqN6gCgkfkrh95h5bQyKKFF9Uo1TeoUVWjGvraqlazGzbNEYmlyESi1g9cYPG8Rsliy/Ozmt/++JUUooxyvpwLR05rx6+4cj6UxzbeIbwq0G8fPiWye1mk5muWRAwt6rI/DMzOb7xDHtWHC4kxpzbXVistGvThEmbRrJ8zO/sXX5Y4zHKVDJh4sbh1LS2QCQWEf/uM9eP3yogxqhj7NqfsW3dmJEu/oXGmSAv9LxNEzx7OtHYsz4piWnItKXItWT0rDyIhA+JGs9N2WT1/O5LpnQIIjMjSxWS7N5DUf0uQsTz+1/axirWNGPBuVkc+u0Ey0at1XgMUPyfTd48kg2ztqNfWh/37o6UMjXkbfQ7Tm+9UCBTSddQl9ATUylb1ZSM/8L34v8CQdQREBD4VhGEHQEBAYG/EYoadUUAs0QiUTl5MjIyyS7BCIMAaGtroaOjTUJCEtnZ//3AarFYhEwmQyqWoKOnzaX9URzdcKrYhi25tpzlN4JJSUhjbLNpap+nb6SnCJft7UJ9lzqkpaShZ6hL9J2X/GI3sUQBzsqGqW1hkaybtlX1uIGxPpY2FtR1qo1rNwfKVDbh0dWnhPutxaG9Nd1GdWB6t6LFhq8ZOLcP7X5qzqKfV2HRsCpu3R3RN9Ll9aMYjqw/RWT4oULhubP2TqRG46qMdJnCmycxxe6/Uq0KuHV3oOeELohEIj7GfOLszktsCd5drLhjbGZE+LVg7l98yIzuhUOvjcqWUo3Q1Latyee4BJ7dek4jj3psn7+HXyf+UaLr9/R1YeTyH1kwZCVH1p1CW1cLm5YN8fB1oWlegO/j68+IWHyA85FXAOg7qyedfm6tcZQqPzMixmHZtAZndl7EuYs9cm2Zwhmz9iR7lx8ulPcjlUoIj5pLTnYuo9wDig3irVbfHJcudrTs54lBaX1EYohYeogtc3cXOaakpEajqoQcn0rkskOsnrCxwLYylU1x7GCDZy8XajSuRvy7eK4dvU307ef8MN2HBYNXFise5qdPQDe8/dozqW0gz269KNBAp3TG7Fy4j2v5Wq78t42ivpMVw50m8fbpO43HkGvL2fB8KRmpmejoayMSi3hx7xUH1FS/K9E30mPV7TAeXn3KtK4hapusVGJlVzvcujtiVrUsGWmZfHjzkUFNxpYoU8mxY1PGrx/Gwrz7TEkFCzMc89x55laV+BijyOWp42iJcYXSglNHQEBA4G+IIOwICAgI/E2RSEQqJ49UKiErKztP5MkgK0sQedShq6uNXC4nISFJ42jRfwORSIRcLiUnI1/D1rqTnI+4woe3nwDFmE34tbm8fPCGKR3mkJ6qeUFiaVOD4GMBvLj/CvPaFRUNW1EFhYKvcevmyKjVg1k5bh2R4cU3TJlbVcJ7ZDu8+riQlZGdVzW9rETtV2N/G4p9extVbXj+fTp3tsWrtyvlqpQh9kUcZ3ddYlvYHmbsHotR2VKFWrmKQkdfmxU3Q3n/6gMhfZfSpFl9vHq7Usvagvj3n7l+/DZb5kYUcG2oAowjrxA2YJnG+0NHX5s+Ad1oP6glIhGkJqXx8OpTjXk/HYe2YsCcXgT2WsD5iMLvhTLA1627Ay5d7ZHKpKSnZWBczoif7Sfw4NJjjdcPeaNUFmaMcJqsylSyaFgVp862ePm6YFyhNO+ev+fMjovsmLeHtJQMVt4M5fOHRMY1L1mAr2klE8KvziXq6E3unHuAVy9XLBpV5VNMPNeO3GRrSIT6AN99k9gcvIuNs3YUu3+9UrrYtW3CT6Hfo2eoS1ZGFrdO32Xnov0FxBh1DJzbh7Y/NmNc8xk8uFzw/0wml9LQvS5uPRxV9eHP779Cz0AHAxMDhjlMLFE9uzJTKCM1g9EeU0lNSqOmdXVcutjh7uOEUZlSxDx7x6ltX5wxpUwNWXEzlNtn7jGrZ8kyhWo0qU7YiWmci7iMee2KVKlTmY8xn7h6+Cab5+7i7ZPCApRbN0dG/zqYsIHLOL7pbJH7NjQxoPl3bgwK/Z7kxBRS0zVnaf0dEUQdAQGBbx1B2BEQEBD4BpBIRMjlCiePTCYlOztHJfIINeoK9PV1kUgkJCQklWhU5n9B/oatt0/fcXrbebqObM+l/deY02eR2l/2v6a+qxUzIyawY+E+1k7ZhFgipoFrHZVQoGxp2v/rMZWjQCk2BPddwqltF0p0roH7JmHRqCqb5+6i5Q8eVKxpxrvn7zm9/SJbgiPUOgoUrptq+Ln68/px0a6bMpVMcOzYlGbfuVG1bmVysnO4uPcqawO2qK0bz49R2VIsvx7Mozw3RGa+kTFdQ11sWzfCq5dL3ghNKvcvPebCnqsMDOr9LwUYu3rbM2bNUMJH/sahtSdp4FYnX94PPL/3ioO/Hi+QZ6Koze5MQOe5RB29VaLjhJ6YRrV65iR9TqZ0OSNinsVyevsFtoXtKdK1seTSHHQNdRjpOqXIrJdyVcrg0MGG5n3csGhUlayMLLR0tRhY34/oO0WPKSmpWLM8i84HcmrbeRYMXqn6TOkb6WHXtgmevi40dFcE+N6/8JAdC/chkUmYun00ayZvYufC4gN8lSjvzTl9FpGRloFrNwf+j72zjI/ifLvwtRoX3N3do7txKC4lBAhQoUIVlwIJ7iHBXVraUiBoILhDkODubiGQECfZjb0fNrskxJa+/beUPten/jL7zDwzCdA5Ofc5zp3tAHh47Qm7VubOVNLXsw9xG5tjZC8v9M6YWUcnkpmZSUZ6BhH3Ijmy/gSb5uzI9xnLlXKWXwkiLiqBEV4T8swU0reNefRSU6luBeKj47EtacPFg1cY1XaqUeKyPih67YwQ1kzRCWHWxayynrGKBuq6JMUlcePkbTbMDuXykesGR9iMzxZwdGPBf56ti1kx59gkrEtaifErgUAg+BcjhB2BQCD4wMirRl2jSSU19b9bo25tbQFIiI/Pv677fUOhkCOTSLG0tiDy4UsOrgnj8PqCG7ZUH9szfNUPLP9pNVsX7MrzMzWaVsXF2wH3nipsiluhSdZiU9yahYN+ZvOcwl+2pVIp809NxdzanCGuYwzOohIViqPqosv7qVS3AtERrwjfcZ71M0J48TiKuccn/ynXTdTTV2xfuhePnrqWpsTYJK6duMmGwG1cO5GzEaxMlVLMC5/Kmd3nmfHpggJfnBVKOY096tNnTDeqNKhIenoGdy88YPvSfRz4o+C8nzZfevLdrM8I6LuQI+tP5DgmkUio0Uz3jN18nLAuYU3E3UheJyRTvUkVhntNMLrJbFLoSKo3qcJAlR/P77+gdJWSqDrbvaklfxbD6V3nCQ7YSuTDlzoHyYUA0lLTGeo+rsBRKj02xa1ZfjWIe5cekZmeQX11Hd0zPnmTjYGhXD1+M9eaqg0rEXhoPDtX7GfpsN/yPbfCREETzwa4+TjR8hNXkuJek5GRwcIBK43KVPIZ1one/t6M7Tyd8weuGL4ukUio1aIaam9H3HycsCpmyfN7Lzi07hgV65ajxUdNGORiXD076BrjbErYMFDlh7mVGU6dWuDZS214xmd252wbMzU3YdmVICIfvmRUmylGOdWqN65C0JEJvHgURekqJUmMTeJ6+C02BW3nctj1PNc0UNVh0vaR/DZhfY5A8uwoTZU08ayvaxvr0AxTc1MyyeTA70cJ+qpg55ltCWvmHJ+MZTHLD3j8Sp7VfKghKenDvEeBQCAAIewIBALBB41EQo6GrczMNzXqqalaMjM/bJFHIpFgbW1Jeno6iYmFZ1K8r8jlMmQSKVKkpGpSObLxJIeDj3Ml7IZhlKPjdx/x1fQ+zPxiIYeDjxt13vGbh9HQtR53zt+nRtOqKM0UpCRp0LzWEPngJVsX7ckhcphZmrL4wkwSohMY0WpivplA+pYmr94u1HOuTUZaOkozJcM8x3Px0NVC92Vb0obF5wO4c/4+4z8OMLhulKZKmrVsiFsPZxzaNyNVk8rdSw/ZtnA3z+48J/DQePb+epiFA41rmHLuYseIVT+y/KffuXP+PuquDrh1d8bc2oyndyLY//vRXHk/3YZ2oM8YH6MzhcpVL83Mg+OwLmYFwMsnrwjffpbggBCin8Xkuy7oyARKlC/GQJV/nkKY/hl79lJTz6kWibFJmFmZER+dwJf1BhsVlK0bpZrOuX2Xmd5nHhkZGShNlTT1aoB7TxUO7ZqSlprOvUsPCV28l8Prj+eoGv994oZCrwFvMoV+9l9LifLFdJlKNuY8uxfJwTVhhMzflcvx8tmE7nQZ0I5Rbadw9VjBmULlqpfGuYsdn0/yJT0tncSYJI5uDjeIivkhlUqZf3oqShMlg1z8czXG2RS3xqG9zn1UX1Wb+FeJ3Ai/TX11be6ce8CYjtNyOMLyo0y1UswPn8ahdceY9/3yN8+4hzP27ZuRnpbO/cuP2LFsv+HPW2P3+kwIGc7KUWvYMn9nodcA6PBNK74O+IQDa47SonUTLG0tiLgXyeHg47ka3YqWtmXO8cmY2ZqR+sE6dYSoIxAI/jsIYUcgEAj+I0gkmSgUepFHgUTyRuTRalM/uBp1qVSCtbUVWm0qr18n/9Pb+cvQNWzJyEzXCT4nQ8+SqknFvYcz/h2nc25fwdkjeiZu/YlaLaoz2HUMT27pclAsbMwpXq4opSqVoJ5zbdp+5UlmRia/jFlH+PazLDwzg9vnskacjGg+MrM0ZfnVWUQ/iyH66Suaf9SIlCQNt87eY/PcHfnWORtcN58tyDeDRN/S5NrNkY7ft+Z1QjIKpZxFg39h57L9uYKB3+ajz935Ye4XBH21KFcGSX55PyamCj7q6/FOAcZjNw2lnqOu/ex1fLKuUr6X2hC+fOHgFYIDtvLgyiPdfUmlLDwzHYWJnMGuYwsNIgYoVrYIv9ycS9SzGIqVKYI2RcudCw8Imbcz30ylcjXKMPfEFI5uPMmcb5bmOZ4olUqp61QTl26OuHZzpGjpIqRqUrl55i7DPMcXWEuup32/lvSb+QlTe8/leMhpw9cr1i6HU2c7PHupKVutFC8fR3My9CzrA7fiPaQDbb7wZLjXBG6duVvoNUDnbqrWuDJjO02naqPKePZSU9expqFtbENQaI6sHalUypKLuuDiwa5jCw0jNjFTovZ2YMDCr5Ap5CQnJHPv0kO2L93LoXX5C6kV65RjzrHJ+Y75SaVS6jjUMLSNWVibEfsynjJVS7Fw4M9Gj6x1/rENfSf7Mr5rAGez8ofK1yyLc+cWePiqKV+zjMHhte/3I/itHYyJtYkQdQQCgeADQQg7AoFA8B9FqZQZcnkkEkmOhq1/e426TCbNylRIISXlwwwDBd1LoUIhR4oECytzTu04x77VRzm1I/+GLUA3FlXKlsEu/kQ9zX8sSiqT0rKPC1/P+ASFqZyIu5F823yEUYGvuoapGdw6c48J3rqsG7lCrsui6a7LogFdTsrO5fvZs+oQ1RtXJuDAuHdy3Th1asFPv/VnzdTNKM0UePRUUbRMESIfvOBw8Ikcdc56vAe359Px3ZnoE8SpnecLPH/xckVx6tSC7+f2JU2bRnJiCsdDTrNuRkiheT8B+8dStnppBqr8efmWc8TcyowWbZrg3tOZZi0bkZyQzO1z96jSsBIxz+MY5jneqOYjXabQTK6fvMVEnyAyMzNp6FIXF28H1N6OyJUyHt94xp5Vh9i1XCd46Z9zYaNU2XHq1IKRqwdwcE0Y9VW1KVmxBC8eveTYltNsCNyWpwClf87jPn4jNuRFsTJFcMxqwqrnWIvkxBRun7/HooG/FJqRA7rnXKZqKQY4++VwN5lamNK8VUPce6po0bqJQfDasWwfn0/sQWJsEsO9jAuKti1pw9KLM7l85DrT+sylll11XLwdcfVxxNTClKd3Ijj4RxghC3YbHF5VG1Yi6PAEti7cxcrRxjWmfTywHZ9P6snLx1GUqlSCl09ecWrHWYJnbiMqKwT7bbwHt+eTcd0Z02k6Fw5eyfMztiVtcGjfDO8hHahUpzwJcYloUj9MwUMv6rx+reH16w/zHgUCgeBthLAjEAgEAhQKadbIlgKZTJpN5NGSnv7v+utbLpdhbW1JUlIyGs1/Jygzv4at4yGnDRXfcqWcJeezMlg8xuUaPcmLxu71Gb9lOMc2h9PQpR6WRSy4e/EBIfN35hu0XK5GGeYen0z4jnPM/Hxhnjkf+pwUF29HXLs7UbJCcVI1qTy89pgBzv5G5Zbk57opXaUkzp3s8Oqjy6KJehbDqe3nWBcQQodvW9H5hzb4tZ/K5aN5Z5u8zZjgwTRwrYd/h6mUq1HmTTBwbBJX88iikUqlzDs5pdAAYz1yhRyH9s0Y8duPyORSNK+1PLj6mJ3L97PvtyP55qSUqlSCBaencWrn+Xyfc7XGlVF3dcC9hzNFyxQh9kUcpSuXZM20zawc9UceZ82NfpQqe8OSPuDas3e2Jqz9l1kfEMLjm8/oM7Yb3QZ3YPQ7POeRq/vTrGVjlv/0Ow7tm9GsVSNSCmkbm3t8MtbFrBio8iP2Zf7uJqlMSgN1HTx91bj3dCYjI5Nnd56za+UBti/bV6D7qFjZIiw+H8DZPRfzzG6qXK8Czl3s8PBVZ4kxUdw4eQvVxw6smxFi9MiavslqVr8lHPgjjCKlbA0jjbXtahAfncDlo9fYELiNW2fvAdDjp874jvqY0e0Kf86lKpVg7onJKC1MSPlg26+EqCMQCP6bCGFHIBAIBDmQyyUGkSd7jbpGoyXdCKfGP4lSqcDS0pyEhCRSUz/MEQNjebth68j6E3T+sQ2Pbz7jp1YT82zxeRsPXzUDl3zNkiGr2L50HwA1m1fDq7cLbt2dUZoqeHzzKbt/PsiOZfvJyMigZrOqzNg3hp0rDrBkqHENU6qP7Rnx648cWH2UeqralK5ckhePojgecor1M/N2g3Qb2oFPxvowsfssTu04l++5bUtY49BBN/7U0LUurxOSuX/5EQv7r+TOhQeF7m36Xn8q1i7HAGe/HBXYubJotOncvaQLX+4zthupmlSGeYw3OsB4yYUA7lx4wPiuM6nasBJqb50YY1XEkoisLJot83Yavm8V65RjdtgkDv4RxrwfVxR6DYDWfT34fm5fIh+8pEzVUkRHvOLMrpzBwG/T/ptW9Avok289O+iasOzaNsHTV00j93qALjh58eBVRo8Sjd8ynNp2NRjgPJrn918AOsGrkVtdXLs54dzFDqlMyqPrT9j980H2rDrM/PCpyBQyBruOMUqkNLc2Z9nlQB7feMaKkat1LiFfFcXLFiXyURTHNoezIXAb8dnOVaZKKeafmkrY5nBm98t7ZC07xcoWpZdfV1r2cUUmlxLzIo6Lh67mGLfLC6/eavov+pqAfJqszCxNadaqEe49nA3uo6S4ZMpWK8UA59G5gsTfpkzVUsw5NgkTK1OUSjlSqTRrFDc1K1T/348QdQQCwX8ZIewIBAKBIF9kMokheFlXo56ORqPL5Sksw+TvxsREiYWFGfHxie/d3v5pdONaUqxsLMhIzyAuKgFNsoY0bRqRD19ybMsp9vxyCE1yzpDgT8b65MpGyU61RpVRezvg0VNFkVK2xL2Mo1Tlkvw2cQO/jl1n1N7afuXFt0GfMvOLRYbQZ/34k1cfF6o1rqJzg+y7ZBh/+nKqLx2+a/1Orhv/4ME0cq3H8pGrsW/XlOatsvJ+ztxl87ydeeb9zA+fimURCwapxxATGZvvuaVSKfWca+HZW42nr5rMjEye3Y1k54r9bF+yt8CfR32A8fn9V5jWZ26uMbfyNcsa8n7KVC1F1JNorp+6haqzPZvm7uBnI0d89I1pCwf8zK6VB7AuZoVjh2Z49HKhvnMt4l8lcvXYDdbP3GbIovEZ1ok+Y7wZ2yXA6OymoSu+xbmLPeHbz2HfrimZGZncv/KowLax6Xv9KV+zLAOd/XiZz7gRQM1mVXXuo54qbEtaQyZsnreDNVO3FDq2Zl3UkqWXArl97j7ju84kLZvwW7JicUMTVtVGlQ0/b0c3nWTk7wPY//sRFgwwbjRQF3o8gpWj17Bn1SFatG78ZtwuMYXbZ++ydcFuwrOJkW36evDdnM8LFM+yI5VJGbdpGI3d66F5rUVhquDprQj2/X6EbYv35HIflatemtnHJiFRSg2Ct1QqQalUolQqkMvlpKWlodHo89b+ff/LLkQdgUDwX0cIOwKBQCAwCqkUTEwUWSKPzFCjrmvY+mfdMWZmppiaKomLSyyw3legQyqVIpFIkMulKJVK0rXpZKRnsKD/Svb9foRvgj6lTV8P/DpMM1o48RnWkT5jfbLcICWJevqKk6EFtz/1+KkzvqO7MsE7/4YpS1sLHNo3w8NX57jJJBOliYLZ3yxl5/L9Ru1txr4xlK9ZlkFqf4MzxeAG8XFC1cUeiUTCg2u68aeDa8JYdG7GO9WGWxe1ZMnFQO5ffsTK0X/g1LE57r5qipcrSuSDlxzdeJKNs0JznKtCrbLMPjaZI+uPM/e75YW+UBctbcunE3rg0VOFVC4l9kWcLnx5xlYeXnuc7zrdyFrfPOvZQVff3axVI9y6O2PfrgnalFSS4pMpW7UUg1z8jQ6K1o1SNWKQ2p/HN58hkUio41AjK4vGCXNrMyLuRrL/j6OEzN+FNkXL7LBJFCllw0CVf4HimR6lqZJllwKJi4rnyIaTBdaS6zHk4xy9zuSeswvMiLIqYold2yZ4D+5AuRqlyUjP5OKhq2yeuyPf/Bo9LVo3xj94CEuGvnG46THkS/lkuY/kUh5ff8rTe89RdbZnYrfAQvOe9Hw1ow/tvvJiqMc47py/T9WGlVB1scO9p4oSFYrz4tFLjoecZv3MbVgVtWR22ESQS/INSpZIJFnB+sosAT/DkLf2vrs0Qdf8aGUlRB2BQPDfRgg7AoFAYCSTJ4/jzJlT2NjYAuDu7smnn34BwKtX0UycOIaIiAhMTEwYPnw09erV/38de5+RSDA4eXQ16plotWlotZosW//fV6NuYWGGQiEnLi7xX/mb5vcFpVKBDCmv45N12TBqf+5fzn90JDudf2zDF1N8mf7JPMI2n8K2pA2OHZvTso8LtVrUIO5lHOffEiD6BX5C2y88dXXW2fJpCmLi1hHUtq/BhQNXsGvbVFd3fvEBIfN35ekqkkqlzAufgoW1OYNc8nfdSCQSajavhks3R7x6qzG3NkcqlbBm6maCA7YWmvejd91cPHiVKb3m5BAOSlUqoXMf9Xahcv2KvIrQCRCndp1nxKofCF2yl+U/rTbq/h07NGfk6gEsGfYrB/8Io0WbJnj2UtPUswGvE5K5efoOm+fs4Nz+y4Y1nX9sQ98pvkwqZGTN8MxkUqZsH0Udx5qkalKRK+Q8uaULX96xdF++7qO8RqnepmKd8jh3tsOzl4oyVUuRkZ6BqYUpX9QbyKPrTwvdm6m5CcuuBBH54CWj2k4xfF9sS1hj3/5N9Xv8q0Suht1gfeA2oiNiWHxuRoE5RG9Ts1lVZuwfy+a5O7h+8jZuPk44dmxOZkYmD6491tWSrz6a41xOnVow8vf+zPthBXtWHSr0GjWaVmXYL99TvkYZMtIziLj/grBN4bnEv7f5bk5fWvZxYYjb2DyDpfXZRx691NR1qMnrhGRSM9LeSXxXKHTNiUqlEsh8b12aIEQdgUAg0COEHYFAIDCSyZPHUbt2Hbp27Z7r2JQp4ylbthyfffYlFy9eYOrU8axZswmJRPKnj/1bkEgyszJ5dC8D8PfVqFtZWSCRSEhISPzg6tr/KUxNTZBmSoi4F0nI/J2EbTpFQkz++SWfjPPBe3B7xnaewfkDuR0N5lZm2LVtgoevToBIik8mIz2d4uWK0a/xUKNajwACD42ndOWSDFTpxnUMdec+Trh0c0ShlPPoxlP2/HKQXSsOgFTCkgsz0SZrGeoxrsCWMD36rJt7lx5x6cg1PHupKVO1FC+fRHFi6xmCA7bmCkLWu27CNp5kdj614Xqsi1nh0L4ZvcZ4U6SEDRnpGZzZfYH1gdtyVHHnhVdvNQMWfU3Q10s4uCYsxzGFUk5jj/q4dXfGqVMLnQBx9RExkbG0aN0U/47TuHjoaqH3DzB4+beoOtsx2G0sD648Mozb6cOX83Ifzdg3hnI1yjDAaXSBLWt65HIZK2/MQZOsJSnuNTWaViX2pc59tH7mtjyzaCxtLVh2OYh7lx4yrssMUvMJO9a7j9x7OOPi7UjK6xSUpkom95ydZ3bN29R1rMnUXX78MWUT66ZvMXxdIpFQ274GLt4OuPo4YWlrYcg+io6Iof+CLwn8clGB1efZ6T6iE71Ge+PXYSovHkXh3MkOz95qKtWtwKvnMZzZc5HggBAi7kYa1gxY9DWuPo4MdhnDg6v5O7QAKtevyMLT09BotaT8P0LkZTJZllNT8d7l8ghRRyAQCN4ghB2BQCAwkoKEnZYt1axfvw1bW52bp08fH0aNGkudOvX+9LF/J3qRR4ZS+XaNupa/akpKIgErK0syMzNJSCh8TEbw7ujDl83MTfJs2ALov/ArPHqqGNFqYqHCBOgEiGVXgrAuaoVULiU9NZ17lx4Sungvh9fn/UIslUpZeGY6ClMFg13G5BmkDLr2JxdvXf5KsTJRDoVyAAAgAElEQVRFyczMwMTMBJ8yXxk14lOyQnEWnJnGhQNXmNr7TdZNsbJFcezYHK/eLjoB4kUs5/ZfIXjGFswsTZmxbyyhS/a8s+tmpd8aXj6Kwr2HM3Ztm6JN0XL7/H22zt/FiW05c1Y6fd+aL6f1YorvnFzH3kYvQIzdOBSb4lakadN4cvs5B7KNP+WH/7pBNHStx0C1f55V7qUrl8SxU3O8ertSuV4FoiNiMLMwQSKR8GWDwYW2f4FulGrppZnERycy3GsCKUkpmFub06J1Yzx7qWni2YDkhGRunrnL5rk7OLf3kqHS/dqJm0zqPot0I5wjFeuUY07YZI5sPEmqJhUXbweUZkqe3HrGvt+OELpkb64sGn0D3C/+awsNfa5QqyxOnVrw+aSeaFNSycjIYPfPBwscPdTTe4w33YZ0ZFSbybncatbFrLBv1xQPXxUN1HVJik3i2slbKEzk1LGvySC1P49uFOxuqtaoMjMPjiNdkvGXjslKpdIsJ48ulyc19Y3I83e7JYWoIxAIBDkRwo5AIBAYyeTJ47hw4TxmZqaUK1eefv1+oHLlKsTFxdK1a3v27XvzW/ShQ/vToUNnGjdu+qeOubp6/K339r9CoZAanDzZa9Q1Gi0ZGX/unwWJRIKNjSWpqWkkJSX/xTsW5EX2hq1nd56z7/fDNHStR+0W1RnsNpZH158YdZ65xydjW9KGQWp/YiLjqONYE9duuvwVU3MlT25FsGfVIUPgsNJUydKLM0mMTWJ4y4mFBuSCLk9l5bXZPLj6GHNrMyrUKlto3o++YepwcMFZNxY25ti3a4qnrxq7tk15nZBMRnoGYzpO53JY4VlEetfN7G+Wsn/1myBhmVxGA3UdXH0cUXd1QK544z6yKmZJz58+ZmyXGZzPNmJVEAMX98PVx5Gh7uNI1aSi+tgeD18Vpavk7z6asmMUVRpWYqCzX74NWdmxLWHDqjvz0KakYm5lRsKrBK4cu8GGoFBuhN/Oc42ZpSnLLgcRcT+S0W2n5ikyKZRyGrnVw7W7E86d7JAr5ciVMqKfxvBZrf5GiTrVG1dm5sHxhCzclSNcukqDiqg/tsfdV02JckWJfBjFsS26JqxadtV1+TjDfmX7kr2FXgPeBH/P/mYpJuYmePZS62rJo+K5dPQa6wNDuXPuXo41n0/uSecf2jCi5QRunCpYDNU3r43bPAyJREpyQjJ3LtzXjYLlE0Rdo2lVZuwfQzp/rajzNhKJxCDyKBQK0tPT0GpT0WhS/+c5Z0LUEQgEgtwIYUcgEAiy6Nu3F5GRz/M8tnXrHl69iqZYseJIpVJ27gxl+fLFBAeHkJiYIIQdI5DLpYZcHl2Nuv5FwPgadalUio2NJSkpWpKTU/7HOxbkhUIhR5IB1kWsSHmtYfOcHRzZcII75+/nu0Yul7H4QgDpaRkM9RiXZzV1lQYVUXd1wMNXRbGyRYl6Ek2xckW5d/Ehw70mFJpzA7pq6nnhUziz+wIzPl1ARkZGrryf2Jc566drtajO9L3+bF24i5WjjGuYcurUgp9+68+m2aGUrlISxw7NSctyH21btJsjG3KP/BhcN0Y0H9VoWhXVx3b0+KkLKYkakpNS2LZoN5tmbyc5seCf+9FrBtLEs4EhwDg7evdRyz4uVG/yxn1UtUEFrItZM1DlR3REwW4TALlSztKLM0lO1DDMYxzpaemG8Sf7tk3RZmUfbV24m2ObTwE5R6nGdp6Ro5UqP8pULcWSCzO5ceoO5WqUNlS/H1p3jM1zdhiq37NT274G03f7ERywldWTN+Z77hIViuPUqTkt+7hSq0V1Xick8/JJNGM7z8jTrfQ2nX9sQ9/JvkzwnsmZPRcNXzezNKX5R43x6Kmi+UeNSHmt4e75B4Qs2EUDlzq0/cqLYR7juf2W4JMffusG0dClHoPUftiWtEHt7YBrNycsrM14ejeSQ2vDCJm/i5TXGsPPclpm+t8eaK8PX1YqFWRkZBpGcf/qXB4h6ggEAkHeCGFHIBAI/iRt23qycuXvlC5dBi8vFRs2hOY5UvVnj33I6GvUTUwUyOWyrBr1gl8EDh06wLZtW5k3b8F7ke8g0Ak2UokUGVJStWkc2XCCw+uOcyXshuG39maWpiy9FEjU01eMbD2ZlKTCBbk6DjWYvmcMSXGvsS5mSfSzGMJ3nmfd9C1E5VOHXbl+RWYdmcC+3w7nW01tbmVGizZN8PBV0dSrIZkZmSjNFBwOPsHUXnOMuudWn7rx4/wvcmTdSKVS6jrVxKWbI24+TpiY6dxHe387TOiiPfiM6ESPEV3eyXUzYNHXuHV3YmqvOVSsUx6vPi4G99GpHedZFxCS61lMCh1J9SZVGOjsx/MHeQcY67GwMce+fVOGLPsWuUJOwqtErh6/yaY52wvM4zE1N2HppUCin2V9P98SV6QyKfVVtXHt5oSLtwMKEwUR9yMpX7MsZ3ZfYKJPUIGtVHp0LqrJ7P31EIsG/QLoqt+dO7fAw1dN+ZplePnkFad2nCV45jainkTTyK0eE0JG8Nv4YDYEhRZ6DQD3nioGL/tG59ppUZ2Grrrxpxvht9kwO5TLR3I7sXyGdaK3v3eh2UUyuYyGLnVw9XGizZeeJCekEBcVz8ZZoQUGUesZv2U4tVtUp7/T6Fwuqoq1y+HcRefEKlO1FHFR8VgVtUSblvqPtxTK5TJD+LJEIjFkrv1/9yVEHYFAIMgfIewIBAKBkbx8+YISJUoCEB5+gokTx7Bly07kcjmTJ4+jXLnyhhDkyZPHsnbtZqRS6Z8+9l9BX6NuYqJz8uh+25uKVqshNVX34rNp0wZmzQrixx/74+PT4x/esSAvZDIpcpkcMjKRyWScDD3L8ZBTfDe7L7fP3WP8xwH5Bt5mRx9GfGxTOLP6LdEFDndohldvF+o61iIuKp5Lh3WOG33wcgNVHSaFjmTDrG38Nn69UfvVv9Cf33eJBi51yczI5N7lh2xfui9XOLGeLv3b8vnknkzuMYvw7fk3TFWuXxGXrvZ4ZIUva5O1hO84x+x+S42qTh/1xwCaejVksMuYHHkqtiVtcGivexZ1HGoansWGwG18N+dzSlQozkCVP9HPjAswXnxxJmmaNH5qPYmazari1t3Z0P50/8ojQpfszfEszK3NWX4liEfXn+LfcRqpmsJfru3aNsVv7SA0yVpMLUzyrX7Pjn6Uauui/F1URUrZGn4uatvVQJOswdLWgk2zt7N4yKpC9wVvauCn9ZnHsS06Z5HCREETzwa4dXfCqWML0tPSeXD1MduX7uPAH0fp5deV7sM6MardFKNr4Acu/hoXb0cCPl9ALbvqhiDqFw9fcnSTbhTs7WcxefsoqjasyI8OowoNpHbp5oj/usHExye+d6K3VCo1hC/LZH8+l0cv6iQlaUhOfr/uUSAQCN4HhLAjEAgERjJgwHfExEQjkUixsLDgu+8GUL9+AwCio6OYMGEMkZG62vKhQ0fSoEGj/9ex/yJSKYaGLYVCTkZGBrNmzeLnn39m9Gg/WrVq/U9vUVAAZmYmmJqakJCQhEwmQ4oECytzzuy+wJ5fDxO+/VyBOTm1WlRn+h5/QpfuYfmI3GHEZpamtGjdGA9fNc1aNSI5IZnIhy+pbVeDBQN+Zsu8ggNv9bT50pPvZn1GwOcLOLLhJBKJhDoONXD1ccK1myNmVmY8vR3Bvt+PsHXhbtK0afQe443PkI74d5pudMPUwKVf49rVieCZIag+dsgKHH7FmV0XWDcjJM8sm8nbR1GtUWUGqgp23ehHfjx7qWneujGpKancvfiQtdM2c2b3hQL3pTRVsvxKEDGRsYxoNSmHi0oqlVLbvnrOZ3EngrCN4XT6oQ03Tt1mgnegUVk35WqUYe6JKRxZr8suKlmxOE6dWxjCl/Nqf6rrWJOpO/1YF7CFPyZvKvQaAB6+agYt7ce14zep61iTlCQNt8/dJ2T+TsLzqXjv+N1HfDW9NxN9gji183yen5FKpdRxqIG6qwOuPo4UK1sUbYqWg2uPMe/7FUaNBw5f9QP2bZsyUOWXYzSuVKUSOHVqgVdvFyo3qMiriBjO7btEcMBW+i/8kvI1ytDfcXSho3ENXesycdtPaNP++rGnv5q3c3n047habcG5PELUEQgEgsIRwo5AIBAI3kvS01MJDJzOnj27mTNnNq6urn9bjbrg3TE3N0OpVBAfn5AjGFv3MicnQ5uBmYVpvg1bTVs2ZNzGYfw+cQPBASGFXk+ukPPdnM9o+Ykbado0Q8V36JJ9+QbLwpsxmgndAvMVQCrVLY+LtyMevipKlC+GJiUV66KWjGg1kXP7Lhn1PPyDB9PQpS6DXMbw5Jbuhd66mBWOHZrh0cuF+s61iI9O5ErYddbP3Mqts/eYdXQixcsVZaCzkVk3Wa6bVE0qP/utRdXFDlUXe5DAo2tP2LnyAHtXHc7x0mxubc7yy4E8uR3B6HZTC3XdVKxTnnZfedLmSy9kcikvHkVxbMsp1s/clm9DGbwZjdu5Yj9Lh/2W67hVUUsc2jfDs5eaBuo6JMQk8eTmU+qr6rBsxO9snPUOo1RL+xmqxmVyGQ1d6+Lm44TqY3ukMimPrj9h9y+H2LXiABkZGXQd1J5Px3d/p9G4foGf0KavJ1vm7UD1sT2lq5Qi6kk0J7adYf3MrTl+lvX4rR1EI7d6DHD249ndvPPb9M9CH8rdyK0emmQtt87c5fcJGwoM5W7i2YDxm4ejTf/nx6/+DHqRR6lU8PDhQ1asWEGTJs1o3rwFFhYWhs9YWVkIUUcgEAgKQQg7AoFAIHjvSElJYezYkVy5cokZM+ZQr149g5NHqZTnqFHXaLRC5PmHsbQ0RyaTER+fWOh4xdsNW/tXH0GTrKXvFF8WDviZXSsPGHXNLv3b0ndyT6b4zuFk6Flq21XHpZsj7j2cDS6Tfb+9cdwAfDnVlw7ftWZU2ylcPWbcGM2kbT9R17EWz+49p0r9Sm9cJtNDiLgfmeeaaXv8qFSnPAOc/XjxKCrPz5iam9CsVSM8fFXYtW2KVCpBppAx47MFHFidvzClR2mqZNmVIGLfct1IJBJqtaiG2tsRt+5OhsDhg2vCOLA2jLnHp3DrzF0meAcaF2BcrRTzT07l6KZwVk/coBt/6uNK9SZViHkey7n9l1kfEJLDjaIP8d00ezu/jgsu9BomZko+m9SD9v1akZmRiTZFy92LD9i2aA9hm8LzXdemrwffzenLtD5zDaNUb1OjaVXUXe1x76HCtqQNyYkpFCllg1/7KYTvyNup8zb9F3ypE5Bcx3D/8iMAipUpgmPH5nj0UlOrefVcodxjNw2lrkNN+jvmzsfJjznHJmFT3JrlI1fj3MUOx/bNSU9L5/6VR7masJp/1JgxG4agSU0lLe3fJ+q8TWxsDIGBMzlx4jhpaWnY2dnj6upG69atsLCwEaKOQCAQFIIQdgQCgUDwXhEfH8eIEYN48eIFs2bNp2LFyrk+o69RNzFRIJFISEvThy//+Rp1wZ/DysoCiURCQkLiOwts+oYtUzMTlKZK1kzdXGjDFsAn43zwHtQ+37GoSnXLGxq2SlYsQeTDl6RqUilXvTQD1f7cvfDAqP1N3PoTNZtXY5Dan2d3nxtcJl69Xaivqk38q0Suht0gOCCEW2d1LUdzT0zBprgVA1X+xETmdnG8jVwpZ+mlQDRJGm6euYs6m8tk14oD7P7lUK4xFX3WzeMbT/HrUHDWTYVaZXHubEeHb1phWcwSCRJ2LN9H8IyQPF0m2alUtwKzwyay+5dDLB78S45jlrYW2LVtonOZuNcjKS6Z6yducf7AZfpO8WX1pI1GOa8AXLwdGPbz98z5bhkH/gijvnPtrOp3R5RmCp7cesbeVYfZvmSvYdyo0/et+WJaLyYVMEr1NoOXfYObjxMR9yIpX6ssUc9iOLPrPMEBW/MVXwYv/xbnznYMUvvz6PqTPD9jCOXuqaJpy4ZIpBIUCjmBXy1izy+HjNrb/PCpmFmZMVDlZ2iNM4yCeTvg5uOEmZUZEXcjuXz0Gh/19UCTqn3vx6/eFY1Gw/nzZzl2LIwjR44QFRVF3br1UatdUalcqVy5ChLJO7+7CAQCwQePEHYEAoFA8N4QGfmcIUP6I5VKCAycZwirLghdjboMExMFMpnM4OTRalONrlEX/DmsrS3JzMwkIaHwQODCMDRsSaSkpqRyZONJXcPWsRs5WpR+nPcFnr1dGN5yArfO3C30vCUqFGd++BTMrc2RSqW8iojhzO4LrJ2+pUAnReDh8ZSqWIKBKr88w2v1jhv3ns7YtWmKNkWLwlSJVCLBt+I3JMTkrnTP6xzLrgTx8nE0o9q8aZiq2bwaLt4OuPdwxqqYFRF331R8m1qa6irAw28xoVuQUVk3ZaqVYn74NI5tDufWmbt49nahZrNqxL6I48LBywQHbOPhtcc51uhdN5vn7GDV2HUFnl9hoqCpVwM+n9iD8jXLkpaWzu1z99m+ZA+H1h0vcK1XH1cGLPzSkHf0NlUbVkL1sa79qXjZojx/+JJXz2Oo71Sb0e2mcP7AlULvH96MUg3z1FWN25awxj5rFKyek24s7uqxG6wP3MbN03cAGLm6P029GjFQ5WdUBTpAwIGxlK1amrN7L+Lc2Q6pTMrD60/Y/fNBdq88mEukk0qlLDwzHZlcyiCXMQWGa1esU56hK7+jjn0NYmPjPzhRR49+/CohIZmzZ89z9OhhwsIO8/DhA8qXr4BK5Ypa7Ur9+g2RyWT/9HYFAoHgvUAIOwKBQCB4L0hOTqZXL2/KlCnLtGlBWFlZvfM53q5RT0tLzxJ5tKSlCZHnr0IikWBtbUl6ejqJifmHIf9ZdA1bMjLTdf8dHnqWg2uP4dXHlcbu9RniNoaH1/J2T7zN9L3+VKhVjoEqP5ITU3Ds0Byv3i7Uc65F/KtErhy9zrqArdw5p3PcSKVSFpyehtJMyWCXMQXmyOgxszTjj4eLiIuOx6qIZaGOGwDropYsuTiT+5cfM7bz9Hwbw8rVKIOqix2evVyo0qAimtcaMoHPavY3qv2qasNKBB4az64VB1gy7FfD182tzbFr0xjPXi408azP6/hkbpy6w6bZ28nMzGRCyIh3ct2oPrZn+KofWNB/JU9uPsPVxwmXbo6YWZrmCqLW0/6bVvQL6MPknrM5GXq20GuUrFicsRuHUrluBSRSCdERMZzde4l1M7YYwpfzIq9RquyYmpvQ/KNGuPV4I9JlZGRSpKQNfap9z/P7BVfH6wk6MoHiZYvS32k0sS/ikEgk1GhWFRdvB1x9nLAtYU3EgxccCT7Bpjk7SElMYfGFANLT0hniNq7AYHHIesa//EBKqpb09A9b1MkrU+fRo4eEhR3m6NHDXLlyCRsbG5yc1Pzww0CsrW3+oR0LBALB+4EQdgQCgUDwXpCamsr27Vtp06YdJiam/+/zyWQSlEqdk0ehkJOenmEQefQ16oJ3RyqVYG1thVabyuvXyX/D9aQoFHIyUzOxLmrJvcsPWTttS6ENW1KplLknJmNpa8FAtT+xL+JyHNe/zLv3VNGidRM0yRrunLtPpfoViHkexzDP8YW+aINOIFl2OZCntyLw6zANbYqWms2q4tLNEbfuzlgX1zluDq4JY8u8naS81lCsbBEWnQvg8uFrTPadncORlB8VapVl3smpnN17kSKlbXW5LgU4bgBq29dg+m5/NgRt5bcJG/I9t0Ipz6r4dqblJ64kxb8mMzOTud8tz7f6PTs6181XBPRdwJH1J3Icq1yvAuquDrj3dDaMxR3bHI4mJZUewzsxtkuA0YHUX071pf23H/FTq4k8vfPcEL5cX1WHxNgkrp24yYbAbVw7ccuwZujP3+HYvjmDXMbkO0qVHalMytKLgdiWtIZM3ajc45tP2fvrYXYs3ZevS2buiSlYFbFggLMf8dEJeX6mbLXSWU1YairWKU96ejqm5qZ8WX9QoUKlq48TQ1Z8S4r2wxV1TEwUWFoaF5QcE/OKY8eOcv78Gfr27Ue5cuX/pl0KBALB+4kQdgQCgUDwwfN2jXpmZmaOhi0QmQ3GIJVKsbGxJCVFS3JySuEL/mKMbdjSt0WladMY6j6uwPEWAJlchl3bpoz6YwAymRRNspaHVx+zY/l+9qw6lO8625I2hY5F6R03Xr1dKFOtNLEv4yherijHt5xmok9QoWHTANWbVmXm/rFsW7ybFSP/AHSCkn3bJnj4qmji0YDXCclcP3mbTXO2c/HQVZp6NmDcpmH8Oj6YDUHGNUy5dnNi6Mpv+W38eoqWLYKbjxPmVmY8uRPB/t+PErJgVw7HDbyb66ZEheI4dWzO93P7ok3Wok1J5eimk6ydXrDjBuD7uX1p2ceVIe5jc2UkmZgpadqyIe49VNi3a0qaNo27Fx+gNFNSrlpp3SjVnfxbqbIzfa+/rmrcyY/oZ6+o1riybhSsp4qiZYoQ+eAlRzeeZOOsUMPP1cIz01GaKhmk9jdqBE+ulPPLzTnERyeSFPeauo41SXiVyJWwnKNgejx7qRmw6GtSUjUf7Hjpu4g6AoFAIMiNEHYEAoFA8J9CIiFHwxaARpOa5eTRkpkpRJ68kMlkWFtbkpycTEqK9p/eDhIJKBQ5G7b2/X6YM7svMn7zcKKevWJk68mGtqiCsCluzZKLM7lz7h7jvQOp1qgSam9H3Ls7Y1nEgmd3n7N/9VFC5u9Cm3XvpSqVYMHpaZzaeZ6Zny/Mc9zqbfSV7i+fRFO6ckliX8Rybv8VgmdsydEqlZ0GqjpM2j6StdM3s2bK5jw/k91x49ixOSbmJkikcHzzKSZ2n1XovgA++tydH+b2ZcZnCzi68U3WTeV6FXDuYoeHr5pSlUrw4tFLjm05zfqAEFp97s4n43wY946umw7ffsSEboEUKWWLh6+ahq51DY6bjUGhXD1+M8eawcu/RdXZjsGuY3hwNbczKTtSmZT6zrWZvtcfiUSCNiWVxzeesve3w4Qu2ZtLmMrOrKMTKVamCAOc/fIMvi5duSSOnZrj1cuFyvUr8up5DJY25iQlJNOv0VCS4gp3eOnbzKKfvWLkR5PQJGvfymtqgjYllbsXH7B14W4srM35Yd4XQtQRCAQCQYEIYUcgEAgE/2Eys4k8CiQS0GrTDCNbokZdh1yuE3USE19nOZzeP95u2FofuI0DfxwttGGrZIXiLDgznXP7LjH9k3m5xqIq1i6Hcxd7PHurKV25JC8eRXHpyDXcujuxd9VhFgxYadT+6jrWZOrO0WyYFcpv49djYWOOXdumePZS0zirVerGyVtsCArlcth1AFq0box/8GBWjlrDlvk7jbqOZ28XBi7+mrCNJ2ni1RAzC1Oe3H7Gvt+OsG3xnjyFjc4/tqHvFF8mdZ/FqR3n8j13ifLFcOrcAs9eLtS2q87rhGTuXHjArK8WGxUunJ/rRmmqpIlnfdx7qHDs0Iw0bTp3Lz0gdPEeVB/b08Sz4TsFGE/dPZpKdSowwGk0VkUtDY6b4uWKEvnoJUc3hrNpVijxr964a+adnIKFjQUDVfmPUmWnaCkbVt1dwOu411gWsSDhVRLXTuYeBcuOPiz7+YMXjGozJc82M6lMSgN1HVy8Hen43UdokjW8TkkRoo5AIBAICkQIOwKBQCAQZKFUygy5PBKJJEfD1n+1Rl2hkGc11CSRmpq/2+F9It+GrbAbOZw1FeuUY3bYJA6uPcb8H1YUOhZVvFxReo78mFafuiGTS4l+HsvZ3RdYFxBS4CiRzqkzlFVjg9k4K/dYlMJEQRPPBrj3dMaxfXPS09KJjoihSv2KBHy+oMBxsOy079eSfjM/YUqvOZzYegZ4k3Hj4auiRIXiRD58Sdimk2wM0gkbPX7qjO+orozpNJ0LB41rmPpqRh/af92SX8auxa5NExqo65IUm8TVPDJu9AxZ8S1OnewY7OJfYJ6MVCqlrlNNXH2caN+vJZpkLa8iYtm6cFehjhuAoMPjKVGhOAOcRueqcy9ZsXhWxo0LVRpU4tXzGM7uvUh9p9pkAoNdxhg9SrXsciAJr5IY7jWBzIyMnKNgmjSDMKVv+jKzNGX51Vk8uv6UMR2n5RuWrafDt634anpvkrVao9xg/0b0ok5iYgopKf+Ov1sEAoHgfUUIOwKBQCAQ5IFCIc1y8yiQyaTZRB4t6en/jX/SlEoFlpbmxMcn/murlfUNW6TrsnROhp7l4JowkmKTmBg6kq0Ld7Fy1BqjzmXIrZmwnt0rD2LfrimevdU0UNclMSaJq8d1GSk3wm8b1qg+tmdEVlvUrp8PFnoNqVTKt7M/o3VfD1ISU1CYKnhy6xl7Vx1m+5K9+X4fug3twCdjfRjfdSZn9lzM8zMlKhTHqVNzWvZxpUrDSmhTtFjaWDC556xCa8n19F/4Fe49nBnqPo67Fx8AOsdNs5YNcevhjEO7pqRmZdxsW7SHsE3h+K0dSCP3Bn/KdTP9k3k0cq2Lu6+aElmOm7BN4QZhKjtzT0zBuqglA1V+xL4suM3MqqglDh2aMWDh1yiUcuKi4rly7Eaeo2DZyWuUKjv6UTC1twMu3o6Ymit5du8F5aqX5sqxG4zpOJ20QgTSLv3b8tmkHqQIUUcgEAgERiKEHYFAIBAICkEulxhEnuw16hqN9oMdkTA1VWJmZkZ8fOIH08Kjb9jK0GZgYW2GXCFnSq85hTZswRuBZtGgX9ixfH+OYyZmSl1GSg9n7Ns2RatJ5c6FBzy4+oh2X3oR0Hdhrrao/OgyoC2fT+zJpO5BnNp5nqoNKxkcN0XLFOH5/Rcc3XiSDUGhhj1/Ms4H70HtGd1+KpePXjfqOkNXfIfqY3tunr5DfVVtXXjvsRusn5k7vFfP8FU/YN+2KYPU/jy68TTPz0ilUuo518KlmyOu3RyxKmpJZkYmwYFb+X3ceqMEwsBDOtfNQOecrhu946ZlH1cqN6jIq6y68/Uzt+K3dhAKE4XxAcZyGUsvB5EU9xq/9r9FPjQAACAASURBVFOp61hTJ0y1b2YIX87uuAHdKNXyq7OIuBfJqLZ5j1K9TQN1HabsGIUmORVTCxNePIri2JZTbAjcRlxUbvGp29CO9Pb3JiVViDoCgUAgMB4h7AgEAoFA8A7IZBJD8LKuRj3dEL78b3W1vI2ZmSmmpkri4hI/2JfLtxu2bp29l9WwdSZXcK4+WHjmF4s4HFyws0WfkTJ0xbcUK1eMVE0qD648YteKA+z+5VCBz7PP2G50G9wBvw7TuHTkWq7jpSuXxLmzHZ691VSqW56oZzGkJKVQsXY5Bqr88xVk3mbIim9x7vQmjFgvTHn0VOnCe7OEqZB5OzmxTTfSNWbjEOo71WaAsx8R9wpusNIzY98YytUow95Vh3DvoaJo2TetUusDt+Upps0/OQULWwsGqvzzFD70WBW1xL5dU7z6uFLPqRbpqelcDrvOmimb8s240aM0VbLsciCvnsfyU6uJOVw32YUpvePmya0IDgUfp0v/tjy4+pixnaYXOkoFulDuZZcDuXzkOpN9Z1OsbFGcOjXHq7cLVRtVJuZ5LOf26YSpxzef0XNkF3r81IWUVM0HO/opRB2BQCD43yCEHYFAIBAI/iRSqe5FRSfyyMjMzMzWsPXvfGkxNzdDqVQQH5/wwb5cvk1+DVthm07h0KEZn0/swcRCgoWz03uMNz5DOuLfaTrJCcmovR1w76HCurgVEXcjObgmjC3zdpLyWmNY0y/wE9p84cmIlhONEmhsilsTdGQCJSsURyqTEh8Vz8XDVwkO2Mq9Sw/zXTcmeDANXOrmWwGuF6ZcfRxRd3VErpABYGlrQZ+q3/P8wQujnsHssEkUKWXDAGc/Yl/EAW9apVr2caVS3QpER7zizK4LrJsRwsvH0Sw6NwOpVMJg17FGu26WXQkiMTaJtdO24OrjhH27pqRqUnOMgmXHmADj7FRpUJGWn7jSvl8rpDIpLx5HEbbxJBsCt+UaBctO0dK2LLkwk7P7LjHjk/m5BD2rIjphyr2nikZu9QBIT08nRStEHYFAIBC8O0LYEQgEAoHgL0AiweDkUSrlZGaCVpuKVqvJapJ6/2vULS3NkclkxMcnFhok/CGjUMghQ5cxZGZhyuWw6ywc8HOhDVvwRqD5qdVEbpzKKdCUq1EGVRc7vHq7UKZaaaKeRHN862mKlimCXZsmDHEby/3Lj4zao9/aQTRyr89AlR/Rz2Jo0boxHr4qmn/UmOTEFG6ducumOds5t/dNDfmUHaOp0rAiA5xG8+JRlFHXWXl9DmaWpqSlpmFbwpqI+y84HHycTbO3k5yYu0peKpUy//RUTEyVDFT7k5CP+GFdzAqH9s3w7O1CA1Vt0tMzUJoqGO41gYuHrha6L33WzauImByuG33Gjd5xo8zKKNqz6hCH1h5j0fkAHl17wph3cN0svRTI1eM3WDrsN92ee6mp2qgyr57Hcm7vRYIDtubIDipevhiLz83gZOhZAr9YVOifpa8D+uA9uAMxMfEfrENOiDoCgUDwv0UIOwKBQCAQ/MVIJJkGgcfERAHoRR5dw9b7qJlYWVkgkUiIjy/cKfFfQqGQIaHwhi2Awcu/RdXFziiBpliZIjh2bM4P874gIyODpNjXnAg9y/qAEB7ffFbgWr1AM9DZj8iHL3MckyvkNHKri2t3J1Rd7AF4cPUxRUraoDBRMMBpNNERMUbd+4LT0zC1MGWwyxjiouIpW620YRSsQq2yRD19xcnQswQHhBD9LAa5XMai8wGkp6YzxH0sSXEF5xaBTqBZfjWIuKgEXjx8SYvWTdAka7l7/j6b5+8kPPRsrjVmlqYsuxLEs9vPGd1+aoGuG31GUavP3bCytUQilbB5znaCA7aSGJtU4N6KlrZl8YWZnN9/mel95uX4fhscN74qGrnW07WCnbzJwdVhDFzSj6MbTzL7m6WF3v9X0/vQrp8XKanaD1ZMNTFRYmlpLkQdgUAg+B8ihB2BQCAQCP6nZGYJPDKUyrdr1LX807+gl0jAysqSzMxMEhIKftH9r6Nv2MpM140B6Ru2zu69xMjV/WmgqsNAtb/RzU96gWZ02ylUrl8BT181jdzrkxSbxPWTt1kfuDVXQ1PQkQmUKF+Mgc5+hQo0EomE2vY1mHlgLBKJhLTUdJ7dec7+1UcIWbAbbYo2z3VSqZTFFwLISM9giFveAo1tSRscO+ryYmrb1SA+OgFzG3Pio+L5uuGQPN08b2NqbsLyK0E8f/CSUW2noE3RIpPLqK+qjVt3J9RdHZDJZTy+8ZRdPx9k14oDmFubsexyEPcuPWRs5xmFNkzp97r04kyuhN3gcth1vHq7UrleBV5FxHBm9wWCA7YScT9nblDx8sVYfHYGJ7cX7rrRt4J1/rENdRxqkJGRye1z9whdtJfD6/PPZPom6FM++twdTVqqEHUEAoFA8P9CCDsCgUAg+Md59OghkyePIy4uDhsbG/z8xlOhQsV/elv/ExQKadbIVs4adY1G+7dna0gkEqytLUlPTycxsXB3heAN2Ru2zC1NUZgoWD5yNdsW7Sm0YQtg1tGJFCtblEGqnAKNwkRBU68GePRU4dChOWnaNO5cuM+2RXvwHfUxpuYmDMpy0BSGzkEzg/S0DIa6j6NoaVtUH9vj2duFUpVK5NnQJFfKWXY5kMSYJIZ7TTBKoClSyoZf7y4g9kUctiVtSE5I5ubpO2yes4Nz+y/nucbc2pzlV4IKDSOu2awq6q4OuPVwpljZImRkZJKRloFvxW8KddwAFCtbhMXnAzi75yIzPl1gcN0YRsF6qanvXJv4mESuHrvBhsBtxL6IZ8HpaUa7bgAq1CrLnONT2LPqIGGbwrNawZwwtTDhya1n7F99lK0Ld5OWdZ/fz+2LVx+XD1rUMTVVYmHx/xd1AgOnc/bsKRQKJebmZgwYMJTatesC8OpVNBMnjiEiIgITExOGDx9NvXr1/1/HBAKB4N+IEHYEAoFA8I/Tv/83tGvXkY8+asvu3TvYvn0rc+cu/qe39T9HLpcanDy6GvU0tNrUv6VGXSqVYG1thVabyuvXyf/Ta33o6Bq2FGRo0zGzMOX2uftZDVunc9R1g04QWnB6GkpTBYNcxhAfnZDvefV5Me49nWnZx5X0tAwi7kUSumQPO5btLzCPRa6Us/xKEPHRiYxomVugKV6uKE6dWuDVx5VqjXV5Mef3X6JFq8Y8uxfJqDaTc7RF5YdeoHl47QljOk4DoJF7fdy6O+HUqQUAD648InTJPg78cRTQ5dYsuTiTm6duM6FbEOlGtMkVK1uE5VdmcevMXWxL2lC+Zhminr4ifPtZ1s3QjYK9TckKxVl4djrHQ04z6+sl+Qoo2evq3bo7k5yYjNJUyYRugRwPOV3o3irXr8isIxMIXbKHFSP/yHmsXgXUXR1w91VRskJxXjx6SXRELNWbVBaijpEcO3YUe3tH5HI5x44dZc6cmQQHhwAwZcp4ypYtx2effcnFixeYOnU8a9ZsQiKR/OljAoFA8G9ECDsCgUAg+EeJiXlFz54fs337fmQyGenp6bRr58maNZspUqTIP729v428a9R1mTx/dY26VCrFxsaSlBQNycmawhcIjCZ3w1YE+34/QtimU7x4HMWSCzPRvNYw1GO8Uc4efTV37Is4Fg9ehX37Znj0VFGklC3P70dyKI8gYzNLU5ZdftP8lN/IlR6rIpa49XDi6xl9UJgoiIuK50rYDdYHbuNG+O181xUm0OhHwVy8HXDr7oyFjRmRD19SplppTm0/x6Tus4wKC9YLNCe3nSXwS91YlG1JGxw7NMOrjyu17WoQFxXPxUNXWD9zG/cuPaRMtVLMD5/GoTVhzPtxRaHXAKhUtwKzwyZyOPg4GRkZqLs6olDKeXzzKbt/OcSu5ftz/Vms3rgyMw+OZ/PcHawau67g+6hYnNUPFqFN0ZKQlPReZm39FfyVos7bxMXF0rlzG/bvP4ZUKqVlSzXr12/D1vb/2rvP8CirhI3j9/T0RrcgKIogCChFWgBh17IqRRAVXdfKy6IUsSFFukJQiiALNgQLi4hUAelFQRcQRCzYwAKEmjqT6e+HyYwEAoSQNuH/u6691us58zxzknxgcueccydIku6//y49//wLqlPnmkKPAUA4KkywYy6OiQAALkypqamqWLGyTKZArbLJZFLFipV06FDqBRXseL1+2e1u2e3uUI26zWZRZGSEfD5/qGHL7T6/kMdkMikuLkZ2u0NO59lXZODcBNvQJMmd7VFS9SR1f66T7h/aTX6/X5ExkerXekiBQp2ouCi9vutl7f/poAb940W5clz67osfNXPIHFW7vIpadmqqDvcn697nu4QOMv7k9VV6acUQ/fL1Pg3rPK5AzU8mi0n3DemmbSu/1rgHpqhB22vU7p5WGvfpELmcbv20Y68WTV2eZ/VKcIvTV6t36aX7Xs03oPH7/fpuyx59t2WPpj81S9d1uFbD5j+t7OPZanrrdXpj9wR9vvBLfTh+8Wm3lgUDmvVzP9Pkf78Rup52KF3L3lyjZW+uUWRMRKAVrEdrTfp8tLzewMqpnet2FzjUCQY0C6cu09uD50iSJv/7DV3RsIaSu96gu566Qz3H/1MHfz2kjR9t0bxXlujS2hdp3MohmpuySO+N/uiMzzcajXpw9D3KTMuWy+sq96FOZmaOnM6iP1Pno4/mqnnzVjIajUpPTwuEfLnhjCRVqVJVhw6l6qKLLi7UGMEOgAsJwQ4AAMXI55McDrccDneoRt1mMysuLlZ+vz9Pw9a51KibzWbFxUUrK8seCh9QvNy5h/u6HB5ZLBZ50rM0eunAszZsxVeM04yd4/XD1p81ouvLpxwSfOCXVM17ZbHmvbJYiVUS1PyOxrrt//6mWx6+UT6fXxlHM3VRrWra9+3vZ5xfxUsqaNq2sYFQ559T5PP5tHnxVm1evFVGk1H1W9dRm27N1X/G/+mZmY/rt+//1Kb5X6j7Mx312cIvNeHR029xOtHFV1bT4Dn9tXL2er3a+w1VvDgpt2ErWZ37/iPf6vDgCprlb6/R9AGzTvtsR1aONszbog3ztuiq6y/X+HXDtXPdbtVqVFPzj76tfd/+oWVvrNaq2RvyDaCuuv5yjVv9gua9vFjvjpyXZ+znHXv18469envwHFWtWVktOwZawe4f2k052TlKO5ShlbPWn/FrNxqNGvh+X13/92vl9JTfMLWwoc5DD/VQaurBfMcWLfo0FPqvWrVCK1cu19SprxfJfAHgQkewAwAoMlWqVNGRI4fk9XpDW7GOHDmsypWrlPbUygS/X8rJ8Sgnx5Nbo26RzWZSbGyMpILXqK9Zs0p16lyt6tVrhMIGlCy3+68wzWQxql2Plmp3d0uZTCZtWfpXw1Z8pThN2zZWX63+Ri/dN/ms25WOp6Zp6/Idemj0Pdo4/wt9+clXat+jtaZ++aLsmQ59t+VHzZuwWLs2fJfnvmpXVNGULS9q4/wvNOn/ZpwS0Pi8Pu1ct1s71+3W5N5vqFajmurS91bdN6SrDEaDrm56pe4d1OWUrWAnCwY0y95crRlPz5YkHfnzmBZOXa6FU5crNjFGTW9tpPY9kjV9x3hlpWVr3+7fVK9VHc2bsERvD/qgQN/f2k1qadzKoZo7bqHeHTlPBoNBtZtcoeRuzfXAiO56/NWHtf/ng1r7wSZ9PHmZXDkuXdOitsYsG6T3Rn2kuSkLz/j8g78e0kcTl+inHb9q5OLntOKttbrsmkv09g+TlHE0S7s2fqt5Ly/Wnm2/hO4xmowaPKe/GravJ6en/Iap57NS56233jvra9avX6sZM17TpEnTlJRUQZIUHx9YcZOWlhZafZOaelCVK1cp9BgAXEg4YwcAUKQef/wx3X57p9DhyUuWLNSrr04v7WmVccEa9cC5PCfWqDudf2318Pv9euutNzRr1juaNOlVNWzYqHSnjVP81bDlVURUhExmkxxZDv3ziscL1Px0ae2LNOmz0Vp70nkyFqtZjdrXV9vuLdWiYxN5PV79sus3LZn2qfbu/l0TN43UpzPXadqTMws0z8uvvUyvrB8ROry5VefAipvgQcZblmzT3JS8Bxlfef3lSln1QoHOoJECZwp1e+p23f1sJ0mS0+HSz1/v0+LXVmjT/C9Oe19BAppLa1+klp2bqcN9rVW1ZhVlHMtUpYsraPbIeZpVgLlJ0nV/u1bDPnparz87W4unfSopUNve+KYGandPKzW5uZGcDpd+2vGrFk1doZsfaqf6yXUIdc7DZ59t1MSJKZowYaouueTSPGOjRw/TxRdfEjoEefToFzRnzscyGo2FHgOAcMThyQCAUrdv316NGvWCMjMzFRsbqyFDhqt69RqlPa2wEqxRt9ksMhgM8ni8ysnJ0dixL2nx4sUaM+ZFNWvWvLSniTMI1s9LftkzHIqMjtCebb9o1ez12rxo6ykNW9JfZ8Msmf6p3nju9CsfjEaj6jS/Sm26Nddt//d3uZ1uWaxmzXh6tpb859OzHtB9dbMrNXbFYM17ZbFmj8i7XSm4FazD/cmq3biW0g+na8e63dq2cqf6TH1U74+Zr/+OXVCg70H95DoatXigZo/4UPMnLlW9llerTbfmSu7WXBabJd+DjBu2q6cRC5/V24M/0MeTPynQ+9zYo7X6T++pP37Yr+p1LlHaoTRtX/2NPhy/UL9992e+9zS5uaGGzB2gaf3f1rI31+T7GpPZpPqt66h9j9a6+aEbZc+0y+4svweUF3eoI0m33dZBZrNFCQl/nbk2adJrio9P0NGjRzRixFClpgZqy596aqDq128gSYUeA4BwRLADAEA5YzYbZTT6NGzYUG3cuFFTp05VvXr15XK5i71GHYVjMBgUHx8jt9uj7GxH7rV8GrZmb9Cmj7/U/p8PBlapfDJIc1MWnvXw3qD6repo1NKBWvDqJ/K6vbqxR2tVuChJqXsPa8O8zZr3ypJTDnZu0PYajVz0rGYN/1DzXl58xudHxUaq6a2NdP8Ld6nypRXk9fj09YZv9dGEJdq5bvcZ7w2uhnlj4HtaNHX5KeNXNKih1l1vULu7WyqpWqIO/pqqH7f/quSuzTWt/9taOmNVgb4HzW67XoPe76fX+r6l5W+vVXR8lJre0kjte7RWwxvrKzvdru+/+FHzJy0NzblFxyYa+G4fTe79xlnP1LFYzRqx6DnVbnoFK3UAACWCYAcAgHImJydHgwc/oz17ftDEiVNUr15d2WwWmc0meTze3DN5XPJ4CHnKgkCoEyuXyyW7/fRn1VgsZsknWa0WpR/JVNXLKunTd9Yp5cGpBXqfYHDy1vPva8GUZaHrVWtUDjVsVa9zsY7uP64vln2l/45doJr1LtWQuQPybD06m2Bw8vqzs3Xw10OhrWB+n1+/7NqnpTNWae0Hm/Lc0/z2xhr4Xl+91u9tLX8r/9UwJ6pas7J6jn9ATW5qIIPRqCP7j+nL3Dkf+ePoae9r1aWZnnnncU3u9bpWvbvhlHGLzaJGN9b7a/ua16tjB9NUo+6lGtNj0inzzu/+0UsH6orrasp1QYQ6Djmd59fUBwA4fwQ7AACUI5mZmXrmmX46cuTwKWdSmEyG0Lk8FotZXq8vFPKcb406CsdoNCo+PkY5OS45HKcPdU5mNptkNVvk9/nlynFr4xkatiSpZeemem7WE5raJ7BK5XTiK8ap+R2NA6tX2tWTPcOutMMZGn7neP3y9b6zziu56w16+u3emnRScGI0GnV1s1pqc1cLtbmrhSJjIvTnjwe0ctZ6pR/JUP/pPTXx/2Zo9XsbC/T1t+3eQgPe6KVXHv2Pvlq9SzfcHphz3ea1lXEkQzvX79a8lxfrpx17Q/e0u6eVnpzRU+Mfnqb1cz8/63sYjUY9/OK96tj7ZmVnOBQRbdOfPx7Qqnc3aNFrK+Q5qUreGmHVi8sHqca11Ql1AAAlimAHAIBy4ujRIxowoI88Ho8mTJiiSpUqn/a1RqPyhDznU6OOwgmGOg6HUzk5hT+HxWQyymwyye8N/PcXS7Zp7ZzPtG3l13I73brx3tbqP/0xvfzINK3779kDDUnqcF9r9Z32mOaMXaBajWqq8U0N5ch06If//aSPJ32i7at3nXrP/W3U97VHlfLgFG2Yt+WMz69Rr7pad2mmfw67S/ZMh/w+vxZMWaZ5Ly8+64HRf3+grZ6Y8rDGPjDllAOVI2Mi1OTmhmp3Tys1/nsD5WQ79cPWn7Vv9++649836aX7X9VnC74s0Pfgpgfb6fHJD+nF+ybr84X/U41rLlWrLs3UvkdrVbq0olL3HdZnH3+heS8vlivHrZc+HaxL615SrkOdyEiboqIiCXUAoIwh2AEAoBw4ePCA+vbtpbi4eI0fPylU6VsQBoPyNGxJktPpzl3J45LfT8hT1Ewmo+LiYmW3O+R0uorsuX81bPkUEWnVj1/9qnotr9bYB17Vqtmnbj3Kz62PdlCvVx7QmB6TtHnRVkmS2WJWw3bXqE33FmrVuZn8Pr/27v5NS6av0pr3N+q2nn9Tz/H/1Jh7J2nz4q3n9D6Te7+h6Pgo/e3+NqpRr7qOHTyu/y37Sv8dt1Cp+w7ne8/oeyZqy5JtZ3y+2WLWtW3qqs9rj6py9Ypy57j1y659WvbGaq2aveGMNfLBr2dk9wn68pPtp4xXurSiWuQeGH1V41rKyc6Rx+sl1AEAlAqCHQAAyoHFixfo8883aciQEYqKijqPJ51Yo26RwSC5XJ7Qlq1CfATAScxmk+LiYpSVZc9dHVU8DAaDIiKsMvgMMltM2rPtF61+d4M+X/i/fBu2JOnO/rfpXyO6a/id47X1052nfe7Vza5Um27N1eauFqp4cZJczsB2sPEPvXbKFqX8dO5zqx4cdY9GdM37PnEVYnXDbder/X3JqteytjKOZumbTd/pvymLVK9lbT00+t5T7jmTTk/coofH3KvhXV9W1vEste7aXG27t1BsYoz2/3xQaz/YpI8nL5Mr569wrWPvm/Xwiz0K9D5RsZF6bdtYJVZLkP0cttKFG0IdACjbCHYAAMBpWa0mWa2mUI262+0Jbdfy+fin/VyVVKhzslMbtg5q1bvrtWl+oGFLku4d1EV3P9tZg29/UV+v/7ZAz737uU669/k7tWT6p2p+e+PQFqVN87fow/H5b6vq/mxH9RjUVUPueOmMTVkRUTY1vqmB2t3TSq3vvEHZ6XYdT03T9AGz9EU+q2hO1vXJ2/TPYd31Qqex+mrNN3nGLq19kVp2bqYO97VW1ZpVdPiPI9q8aKuyMxzq/kxHvdDx1HtOFhUXpVfWD1elyyrI5Sm/rVCEOgBQ9hHsAACAArFYjLmreSwymYwnhDwueb38M382FotZsbHRyszMlttdukFAsGHLZrXo+KEM/fbdH2p263Xq23KQvt28p0DP+NeI7urc9x8aePOo0D2Vq1dUi45N1OG+ZNWsf5mOHTiurSt2aM7YBUrdd1j/HHaX7ux/m56/ZbR2f/5Dgd6nx+A71f3pjpr25Exd3fRKterSTEaTUfu++0Mr3lyjFTPXnbKt6p6BnXXPwM56/tYx+mbT92d8foVqiWresYn6TH1ELodLLqdbmz7+Uh+mLNTvP+zP956YhGi9smGEKlySdEFsv8rIcMjlItQBgLKKYAcAAJwzs9kQCnmoUT87q9WimJgoZWRkyeMpW78gm80mmU1mxcRG6fih9LM2bEnSYyn369ZHO+iZ9sO1Z9sv+b4mNilGzXPbquq1ulper08RUTa98uh/ClRpLkkPjr5HnXrfrOduGqXvvvgxdP2qxlcouVtzteveUrFJMTrwy0Gt/eAzLXh1me56pqPu7H9b4J4tBQup7hvaVd0G3KGRd72iuAoxat+jtRq0rafstGx9u3mP5k9cql2bvgt9XRM2jlRitQRCHQBAmUCwAwAAzsupNere0OHLZS3EKA3BUCc9PUteb9n+fpytYUuS+rz2aKBuvO0L+nXXbwV6br//PKa23Vtq++qv1fjvDeV0OLVn6y/6ePIn2rpiR7739Hz5n7rlofZ6uv1w/bg9//BIki656qJQW1X1OhfLaXdp28qvNanXDKUdSj/r3P418m517nOrnv3bCH3/5U+h6xabRdd1qK92d7dU89sby+P26tdvflPlSysoOimGUAcAUGYQ7AAAStXjjz+mn376UYsWrZDVatWAAX309ddfSZJcLpcMBoMsFosk6e9/v0Xt2/9dffv2UkRERJ7nTJgwVfXqXVvi80deRqNks1lktZplsZjk9/tPaNgqv+eQnI7NZs39BTlTXm94rWTK07AVZdPOtd/IZDGpXqs6+vf1z+i37/8s0HP6zXhMyXc215PJQ7V39+8ymU26tk1dteveUq26NJPBYNDeb3/X0hmrtGr2eklSn6mPqO3dLc8pPOo14V+66V/t9P6Yj9SyU1PVanS50g6la/vqXZo7bkG+26oeGXufbnvsb3qmw+lXHgW/Fy06NdEL855SdqZdDmfh6+nLusjICEVFRRDqAEAYIdgBAJSaAwf2q3v3ToqOjtHTTz+vG2/skGd89OhhqlSpsh577N+ha9u3b9XIkUP18ceflPR0cY4MBoUq1K1Ws/x+yeVyy+Vy5h4cXL5r1CMibIqMtCk9PeuM1drhwGAIrMoy+o2KjovSN599r1Wz1+vzhVt1PDX/hi1JenbWE2pyc0P1azVEf+w5NVgxGAyq3eQKte7aXO3ubqmYhGi5nW7FVYhVr+uf1k9f7S3Q/IKriILhkSRFx0ep6a3XqUOP1mrQ7hplp9n13ZYf9eHLi7T78x/070kP6m/3t9FT7Ybp551nfp+kqgma9PloRSVElfOVOoQ6ABCOCHYAAKXm7bdf15dfblbduvX0+++/ady4iXnGCXbKD4PBHwp4bLbACqxAyBNo2CpvNeqRkRGKiLCWi1DnZPk2bM1er43zv9CBX1JDrxsyb4Dqt6yjPi2e18FfDxXo2WNXDVWtXqlB7QAAGhhJREFUBjV0PDVdVWtW1uHfj2jTx19q3suLlX4kI997BrzZSy3uaKL+rYecdhWRNcKqRu3rhbZVWSKtMhgMenvwHM0dt+CMc6pwUZImfz5atjib3OW6/YpQBwDCVWGCHXNxTAQAcOFZvnypunfvobp166lnz3/p2LGjSkqqUNrTQjHw+w1yOr1yOr3KzMzJDXlMio6OUkyMIU/DVrjnIFFREbJarUpLy1Rh/hhW1gVXXkmSO9ujpOqJumtgJ933QjelHcrQ2g82ql6rOrq4VlX1bvqcDv9+pEDPHfrRANW85lL1bvqcDv56SBUvTlLLTk3V/r5kden3Dx07mKbtK3dqztgFOvBzIEAa+F4fXdehgfo0f15//nTwtM925bj0xdLt+mLpdg14s5dadmyqtf/9TF3736Z7n++sP/bs16cz1+mTGavynAtV6ZIKmrx5jKzRlnJeaU6oAwAXGlbsAADO286dO9SnT08tXLhCCQkJuvfeO9WxYxd1794j9JrTrdjp27eXoqOj8zzv44+XKTIyssTmj6JjsRhzt2zlrVF3Ol3y+cLr40N0dKQsFrPS07PKZahzNmazSUaDUXHxMfK6vVoyY6U2fLj5jA1bkjRqyUBd0aCG+rYcpEO/nRoExSbGqNk/rlP7+1qrfuu6yjqeLb/fp8SqifrXVU8UeEVQcGtY35aD9eePByRJl197mVp3vUE33tNKSdUSdfDXQ9rw4WZtnP+FXloxWJZIM6EOAKBMYysWAKBUjB07SkeOHFZKyiRJgW1Z69ev1cyZ74dew1asC4/ZbJTNZpLVGqxR98jlcsvpdJX5w4djYqJkMpmUkZFZ7raWFUawYUteyZjbsLXmg03avmpXqGFLksauHKJLrqymPi0G6+j+Y2d9ri3Squk7xysuKVZmq1lOh0s/7fhVi6Ys1+bFW0973+A5/XVtm2vUt+WgPFvGTlS1ZmW16tRUdz3bSYmV45WRnilXOT70m1AHAMoHtmIBAEqc05mjNWtWyufz6Y47bpIUaMDKysrUjz/u0ZVXXlXKM0Rp8Xh88nh8ys52y2QyhFbyREVFluka9djYaBkMBqWnZ5b2VMoMr9cXCuOMfqOa3H6drr+pgSIibdqx9hutfn+TOva+WUlVE9S76cACVZNL0vCFz8his+jRawfoeGqark2uqzZ3NddTb/1bRpNRv333h5a/uUYrZq4LrRJ6Yf5TqtvsKj1xw0Cl7jt82mcf/PWQNi/equ7PdVJ6ema5bnIj1AGACxvBDgDgvGzYsE5Go0nvvPNfWSx//bMydOhALV++lGAHkiSv1y+73S273R2qUbfZzIqMtJ1Qo+6U2126v5TGxga2BWZkZJXqPMoyn88np9MlSfI4HKqbXFt1WlyluMRY7d39u1p2anLWhi1JGr92mKpUr6THmw4MvXbH2m+0Y+03mtTrdV11/eVqfecN6jGkq3pNelAHfk6VNcKs6Pho9W7ynA7/cfSMz7+09kWasGmUDGaxUgcAUK6xFQsAcF6efPIJ1ax5uZ54on+e66tXr9SkSeM1f/5Smc3mM56xExERkefeQYOGqW3b9iUy/5LQtevtslqtslptkqRevZ5Qs2bN9c03u5SSMkZOp1PVqlXT0KEjlZiYJEmFHgs3wRp1m80si8Usv9+fp2GrJGvU4+Ji5Pf7lZmZXWLvWZ6c3LD1548HtPq9Ddo0/0vt/znvYcgTN41SQuU49Ws5WGmH82/IOtHFV1bTtK1jZTAZZTQadPj3o/p80f80N2VRvquDLqt7iSZsGCmfyc9KHQBAWOGMHQAAyqCuXW/XuHETdPnltULXfD6f7rmni55/fpgaNGiomTPf0P79f+r5518o9Fi4C9SoW0Ln8kglU6NuMEhxcbHyer3KyrIXz5tcgCwWsww+yWq16Hhuw9aGeVvUf0ZPRcZEql+rwco8VrCVUePXDlPl6pXUt8UgGY0GNb+jsTrcl6wrr79CaYfStG3VLn2YslC//7BfNepV1yvrR8hn9BHqAADCTmGCHWNxTAQAAJzZDz98J6vVqgYNGkqSOnXqqrVrV53XWLgL1Kh7lJHh1JEjmcrIcMjvl6Kjo5SUlKC4uBhFRFhlKMJFPAaDQfHxsfJ4PIQ6Rczt9sjl9SjL4VBkYoRu632TJmwcqdqNa+nH7b+oZr3qMhrP/lF04qZRqnhxkvrcENiydfTAcS2ZvlL9Wg/RXdUe0RsD31eFqgmatj1FHx+fqYmbRhLqAAAuKJyxAwBACRg+fIgkv+rXb6iePXsrNfWgqlatFhpPSEiQz+dTRkZ6ocfi4uJL8ksqZga5XN7cX1qdoRr1yMhIRUdHyePxnneNejDUcblcsttzinb6yCNwQLZXLrdbOS6nmt7WSE1vaRRq2Fo75zNtW/l1noYtSZqyZYwi46LUp/kgZRw99TDr7HS71n6wSWs/2KRrWtTWxE2jlJmZLber/IY6UVERioyMUHq6XW532W6XAwCUDIIdAACK2dSpr6tKlapyuVyaPPllTZgwTsnJbUt7WmHF7fbJ7XZJcoVq1CMibLkhj0dOZ2C7VkFr1I1Go+LjY5ST45LDQahTkk7bsBUVEWjYem+jvvxku8avGSazxaS+LQYpK+3M5x5d3bSWxnwyqNy3X0VFRSoy0kaoAwDIg61YAAAUsypVqkqSrFarOnfupl27dqpKlao6ePBA6DVpaWkyGo2Ki4sv9NiFIlihfuyYXceOZcnp9MhmsykxMV4JCXGKioqQ2Xz6jzjbt29Tz56PKCMji1CnlAUbttx+r7LsdtVtfZX+PflBzTv0pmo1qqmVs9fLGmE54zPqNr9KY1cOldvvIdQBAFyQCHYAAChGDodDWVmBA2L9fr9WrVqhWrWuUu3adeR0OrVz5w5J0oIF89SuXQdJKvTYhShYo378uF1Hj2YqJ8cti8WihIR4JSbGKzo6UhaLKfT6LVs+14AB/VWvXv0Cr+5ByQjW3nv8XqWlZyojI0t3PdtJs3+Zqhk7X9ZdT92hi66omueeeq2u1ovLB8vlJdQBAFy4aMUCAKAY/fnnHxo8+Bn5fIHtJzVq1FS/fk+rYsWK2rVrp1JSxsjlcqlq1UBteVJSBUkq9BgCjEbJas1bo7506VI999xzeuCBf+nBBx+WoShPYUaRC7SVxcjrDazqUW7DVlpqutbO2aTfv9+vPq89KpkMcjqduef4lD+EOgBwYaHuHAAA4CQGg/Tpp59o1Kjh6t+/vx555BG5XO7AFiC3S34/AU9ZE6yg93i8ys7O21ZmNptkNBgln2QwG2QyGWW1WmU0GuR0uuVyucrN6h1CHQC48BQm2OHwZAAAUK599NGHmjgxRf36Pa1OnboqI8Mhm82smJhoGQzRcrk8crlccrlcKsTfu1DEDAaD4uJi5PF4lJ3tOGU82LAl/fV/dnuOjEajbDaLoqIiZTIZ5XK5Q/8LR4Q6AICCYsUOAAAot9577x3NmPGanntuiG655bZTxq1Wk6xWk2w2iwwGg9zuYMjjLnSNOgovUEEfI7c7/1DnXJ5js1lktVplNpvl8bhzV/O4VZjPviWNUAcALlxsxQIAAFDgIN4335yu2bPf1gsvjNaNN579gGmLxZgb8lhlMhlPCHlc8nr56FPcgqGOy+WR3V74UCe/51qtZlmtVlksFnm9nlDI4/OVvdCEUAcALmxsxQIAAJD05pvT9f77s/Tiiy+rRYtWBbrH7fbJ7Q5UqZvNhtzDl22Kjo6Sx+MNhTweD79sF7VAqBMrl8slu71oK+iDbVtOZ2BLltVqkdVqUVRURG7dujs3vCv9nyuhDgCgMAh2AABAuWM2mzV+/GRdd13jQt3v8fjl8bhlt7tlMgVDnsD5LV6vNxQGlNcmppJkNBoUFxcrp9Mlh6NoQ538nHjujtkc+LnGxcVIUqn+XAl1AACFxVYsAACAAjIalXt2i1kWiym0GqQ8NTGVJKMxsFInJ8cph8NZqnMxmUyhc3lKumErOjpSERGEOgAAztgBAAAoMQaDZLOZc89vMcvvD64GceauCKFG/UyMRqPi42PKRKhzsmDDltVqzW3Y+utQ7aJGqAMAOBHBDgAAQCkwGPyhgMdms0gKhjyu3CamUp5gGRMMdRwOp3Jyylaoc7LibNgi1AEAnIxgBwAAoNQFQ578atRdKoNFTCUqEOrEyuFwKCfHVdrTOSdF2bBFqAMAyA/BDgAAQBljsRhzt2xZ8tSoO50u+XwX1kcqk8mouLhY2e0OOZ3hFerkJ9iwZbVazqlhKzo6SjabVenpdlrWAAB5EOwAAACUYWazIRTymM0meTweuVxuOZ1lo267OJW3UOdkwYYtqzWwFW/RosXKycnRDTe0UGxsbOh1hDoAgDMpTLBD3TkAAEAJCdaoZ2cHatSDIU95r1E3mUyKj49RdrZdTmfRH0BcFng8Hnk8HmVnO2QymbR371699967cjgcaty4iZKT26hDhw5KSkog1AEAFClW7AAAAJSyYI26zWaW2Vy+atSDoU5Wlr1YWqXKMrfbrZ07d2jTpg1at26dDh8+rHr16qtVqzZKTm6n6tUvK+0pAgDKGLZiAQAAhLlgjbrNZpbFYpbf78/TsBVONepms0lxcRdmqHOi6OgoWSxmbd78pdasWaMNG9bpjz9+U40alys5ua2Sk9uqdu06MhjC52cLACgeBDsAAADlSLBGPbhlSwqfGnVCnYD8ztTx+/3au/dXbdiwVhs2rNMPP3ynypWrKDm5rW666VbVqXNNKc8aAFBaCHYAAADKrRNDHnOeGnWn01WmQp5gqJOZmR32W8nOR0EPSj548KA2bVqnDRvWyeFw6PXX3ynBWQIAyhKCHQAAEPamTJmo9evX6MCB/Zo1a44uv7yWJOm33/Zp9OhhSk9PV3x8vAYPHq5LL61ebGNl3Yk16kajQR6Pt0zUqFssZsXGRl/woU5MTJSsVktuqMNHZwBAwRQm2DEWx0QAAAAKq3XrtpoyZYaqVq2W5/r48S+qS5dumjNnvrp06aaUlDHFOlbWud0+ZWW5dOxYttLS7HK7PYqIsCkpKUEJCbGKjLTJZCrZj3qEOgGEOgCAkkSwAwAAypQGDRqqSpWqea4dP35Me/Z8rw4dbpIkdehwk/bs+V7Hjx8vlrFw4/H4lJ3t1rFjdh07liWn0yObzabExHglJMQpKipCZnPxfuwLhjoZGYQ6hDoAgJJkLu0JAAAAnE1qaqoqVqwsk8kkKVChXbFiJR06lCq/31/kY4mJiaXzhRYBr9cvu90tu919Qo26RVFRkfJ6fbkHL7vkdnuL7D0tFotiY6OUkZElj6fonhtuCHUAAKWBYAcAAKCc8vkkh8MthyMQ8gQPX46Liy2yGnWr1aKYGEIdQh0AQGkh2AEAAGVelSpVdOTIIXm9XplMJnm9Xh05cliVK1eR5C+GsfLH55NycjzKyfHk1qhbZLOZFRsbIylQo+50uuR2F7xGPRjqpKdnyesl1CHUAQCUBs7YAQAAZV5iYpJq1bpKq1atkCStWrVCV15ZW4mJicUyVt75/QY5nR5lZOToyJFMZWQ45PdLMTHRSkpKUGxsjGw2qwynWcTj9/s1e/Y7mjZtKqEOoQ4AoJRRdw4AAMqUiRNTtH79Wh07dlTx8QmKi4vXu+/O1b59ezVq1AvKzMxUbGyshgwZrurVa0hSsYxdqII16jabRQaDQW63J7Rdy+fzy+/36/XXp+uDD97X2LEpatq0WWlPudTExETLajUT6gAAikxh6s4JdgAAAJAvi8Uoq9Ukm80qk8kol8utcePGau7cuRo3LkWNGzct7SmWmmCok5Zml9fLR2MAQNEoTLDDGTsAAADIl9vtk9sdqFI3maSJE8dr0aKFmj59upo0aRpq2PJ4fKU91RJFqAMAKEsIdgAAAHBGPp9PKSkv6dNPlyklZZJq166vnBz3CTXqXjmd7tyQp3yft0OoAwAoazg8GQAAAKfl9Xo1duworVy5Qq+8MkUNG14nr9cvh8OttDSHjh7NlN3uktlsUnx8rJKS4hUdHSWLpfz9/bCoQ53t27cqObmpPvrov6Frx44dVf/+vXX33V30wAP3aPfub857DABQvhHsAAAAIF9er1djxgzX+vVrNHHiVNWv3+CU1wRr1NPTc3T0aJays50yGo2Ki4tRUlJCbhhikcEQzqtb/IqNLdpQx27P1rRpr+qGG1rkuf6f/0xRgwaNNGfOfD355LMaOXKIgmdiFnYMAFC+EewAAAAgX6NHD9Pnn2/SxInTVLduvbO+3u8PhDwZGTk6ejRTWVkOScEa9UTFxkbntm0V98yLkl+xsTGyWIp2+9Wrr07Qvffer/j4hDzX165dpU6dukqSGjRoKIvFou+///a8xgAA5RvBDgAAAE7hcrmUlZWpyZOn6eqr65zz/X6/QU6nV5mZTh09mqmMDId8Pr+io6OUlJSguLgYRURYZSzTn0aLJ9TZvPkzZWVlqV27Dnmup6enye/3KyHhr7CnSpWqOnQotdBjAIDyr/xtfgYAAMB5s1qtGjduYhE9zSCXyyuXy6usLFdujbpZkZGRiomJltvtkcvlktPpks9XVrYPFT7UeeihHkpNPZjv2Pvvf6T//GeKJk6cWlQTBQBc4Ah2AAAAUKICNeouZWe7ZDYbZLOZZbPZFB0dJY/HI5fLLafTJa+3tGrUz2+lzltvvXfasZ07d+jo0SN69NEHJAVW6Xz22UZlZGTowQcflSSlpaWFVt+kph5U5cpVQlu2znUMAFD+lenFrwAAACjfPB6/srPdOn7crmPHsuR0emSxWJSYGK/ExDhFRUXKbDaV4IyKZ/tVUIMGDbVkyUrNm7dY8+YtVtu27fXww4+FQp127TpowYJ5kgIhkNPpVO3adc5rDABQvhkKc1r+4cOZZWWNLAAAAMoho1Gy2Syy2cwym03y+/1yOt1yuVxyuz3F9K7FG+rkZ/ToYbr66jq6887ukqSjR49oxIihSk09IJvNpqeeGhhqIyvsGAAgfFSqFHvOFQMEOwAAACjTDAblbtcyy2Ixy+/3y+UKhDwul1tSUdRslXyoAwDAyQoT7HDGDgAAAMq0YI16To5HBoNfVmsg5ImNjZGkPCFPIf5mqWCoYzYT6gAAwg/BDgAAAMJGsEbd6fRKygmFPNHRUYqJMeRp2CpYyPNXqJOeTqgDAAg/BDsAAAAIU3/VqEtOWSxG2WyBGvVAw5b3LDXqhDoAgPBHsAMAAIByIVijLrlkNgdCnoiIv2rUnc7Adq1AjbpfsbGxMptNhDoAgLBGsAMAAIByx+PxyeNxKTvbJZPJkHv4ciDk8Xq98vslg8FAqAMACHsEOwAAACjXvF6/7Ha37HZ3qEY9IsJCqAMAKBcIdgAAAHDB8Pkkh8Mth8Nd2lMBAKBIEOwAAACUQ1OmTNT69Wt04MB+zZo1R5dfXkuS1LXr7bJarbJabZKkXr2eULNmzSVJ33yzSykpY+R0OlWtWjUNHTpSiYlJ5zUGAACKl7G0JwAAAICi17p1W02ZMkNVq1Y7ZWzUqLGaOfN9zZz5fijU8fl8GjlyiJ588lnNmTNfDRo00rRpr57XGAAAKH4EOwAAAOVQgwYNVaVK1QK//ocfvpPValWDBg0lSZ06ddXatavOawwAABQ/tmIBAABcYIYPHyLJr/r1G6pnz96KjY1VaurBPKt7EhIS5PP5lJGRXuixuLj4kvyyAAC4ILFiBwAA4AIyderreuedD/T667Mk+TVhwrjSnhIAADgPBDsAAAAXkOD2LKvVqs6du2nXrp2h6wcPHgi9Li0tTUajUXFx8YUeAwAAxY9gBwAA4ALhcDiUlZUlSfL7/Vq1aoVq1bpKklS7dh05nU7t3LlDkrRgwTy1a9fhvMYAAEDxM/j9/nO+6fDhzHO/CQAAACVm4sQUrV+/VseOHVV8fILi4uI1duwrGjz4Gfl8Pnm9PtWoUVP9+j2tihUrSpJ27dqplJQxcrlcqlo1UFuelFThvMYAAEDBVaoUazjXewh2AAAAAAAAyoDCBDtsxQIAAAAAAAhTBDsAAAAAAABhimAHAAAAAAAgTBHsAAAAAAAAhCmCHQAAAAAAgDBFsAMAAAAAABCmCHYAAAAAAADCFMEOAAAAAABAmCLYAQAAAAAACFMEOwAAAAAAAGGKYAcAAAAAACBMEewAAAAAAACEKYIdAAAAAACAMEWwAwAAAAAAEKYIdgAAAAAAAMIUwQ4AAAAAAECYItgBAAAAAAAIUwQ7AAAAAAAAYYpgBwAAAAAAIEwR7AAAAAAAAIQpgh0AAAAAAIAwRbADAAAAAAAQpgh2AAAAAAAAwhTBDgAAAAAAQJgi2AEAAAAAAAhTBDsAAAAAAABhimAHAAAAAAAgTBHsAAAAAAAAhCmCHQAAAAAAgDBFsAMAAAAAABCmCHYAAAAAAADCFMEOAAAAAABAmCLYAQAAAAAACFMEOwAAAAAAAGGKYAcAAAAAACBMEewAAAAAAACEKYIdAAAAAACAMEWwAwAAAAAAEKYIdgAAAAAAAMIUwQ4AAAAAAECYItgBAAAAAAAIUwQ7AAAAAAAAYYpgBwAAAAAAIEwR7AAAAAAAAIQpgh0AAAAAAIAwRbADAAAAAAAQpgh2AAAAAAAAwhTBDgAAAAAAQJgi2AEAAAAAAAhTBDsAAAAAAABhimAHAAAAAAAgTBHsAAAAAAAAhCmCHQAAAAAAgDBFsAMAAAAAABCmCHYAAAAAAADCFMEOAAAAAABAmDL4/f7SngMAAAAAAAAKgRU7AAAAAAAAYYpgBwAAAAAAIEwR7AAAAAAAAIQpgh0AAAAAAIAwRbADAAAAAAAQpgh2AAAAAAAAwhTBDgAAAAAAQJgi2AEAAAAAAAhTBDsAAAAAAABhimAHAAAAAAAgTBHsAAAAAAAAhCmCHQAAAAAAgDD1/8239YLIQ8GsAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "fig = plt.figure(figsize=(20,20))\n",
    "ax = fig.gca(projection='3d')\n",
    "ax.plot_surface(X, Y, f, cmap=plt.cm.viridis)\n",
    "ax.set_xlabel('ATE')\n",
    "ax.set_ylabel('CTE')\n",
    "ax.set_zlabel('Count')\n",
    "ax.set_title('Track Error distribution for 200 seconds look-ahead time')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "list(zip([v for v in cte_data_raw if abs(v) < cte_data_p][:2000],[v for v in ate_data_raw if abs(v) < ate_data_p][:2000]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "x_mean = []\n",
    "x_std = []\n",
    "x_kurt = []\n",
    "x_skew = []\n",
    "x_99pct = []\n",
    "x_la = []\n",
    "\n",
    "for k in bin_df.keys():\n",
    "    if '_cte' in k:\n",
    "        range_lim = 500000\n",
    "        xtst = [x for x in bin_df[k] if ~np.isnan(x) and abs(x) < range_lim]\n",
    "        std = np.nanstd(xtst)\n",
    "        xmean = np.nanmean(xtst)\n",
    "#         xtst = [(x-xmean)/xstd for x in xtst]\n",
    "        \n",
    "        x_la.append(int(k.strip('_cte')))\n",
    "        x_mean.append(xmean)\n",
    "        x_std.append(std)\n",
    "        x_kurt.append(stats.kurtosis(xtst))\n",
    "        x_skew.append(stats.skew(xtst))\n",
    "        x_90pct.append(np.nanpercentile(xtst,90))\n",
    "\n",
    "from sklearn import linear_model\n",
    "import pymc3 as pm\n",
    "\n",
    "x_in = [[1,xx,xx**2] for xx in x_la]\n",
    "clf_dict = {}\n",
    "param_dict = {}\n",
    "param_dict['std'] = x_std\n",
    "param_dict['mean'] = x_mean\n",
    "param_dict['skew'] = x_skew\n",
    "param_dict['skew'] = x_skew\n",
    "\n",
    "for param in ['std','mean','skew']:\n",
    "    clf_dict[param] = linear_model.LinearRegression()\n",
    "    clf_dict[param].fit(x_in,param_dict[param])\n",
    "\n",
    "    plt.scatter(x_la, clf_dict[param].predict(x_in), color='r')\n",
    "    plt.scatter(x_la,param_dict[param])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bin_df = bin_dp_df\n",
    "box_data = []\n",
    "box_data_sort = []\n",
    "\n",
    "for k in [kx for kx in bin_df.keys() if 'cte' in kx and int(kx.strip('_cte')) <= 1200]:\n",
    "    box_data.append((int(k.strip('_cte')), [i for i in bin_df[k] if not np.isnan(i)]))\n",
    "    \n",
    "box_data_sort = sorted(box_data, key=lambda tup: tup[0])\n",
    "box_data_2 = [i[1] for i in box_data_sort]\n",
    "\n",
    "x = range(len(box_data_2))\n",
    "\n",
    "plt.figure(figsize=(20,8))\n",
    "plt.boxplot(box_data_2, showfliers=False, patch_artist=True, whis=[5,95])\n",
    "plt.xticks(x, [i[0] for i in box_data_sort])\n",
    "plt.xticks(rotation=70)\n",
    "plt.xlabel('Look-ahead time (seconds)')\n",
    "plt.ylabel('TTC difference in seconds')\n",
    "plt.title('Evolution of TTC error over look-ahead time')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "38507"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(box_data_2[20])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'cur_read' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-e18bd33d4985>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mcur_read\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mconn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'cur_read' is not defined"
     ]
    }
   ],
   "source": [
    "cur_read.close()\n",
    "\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
